5 Batch Correction
As soon as a project contains multiple samples, donors, or experimental runs, batch effects become impossible to ignore. If they are not handled properly, cells separate by technical origin instead of biology, and every downstream result becomes harder to trust.
This chapter shows how sclet handles multi-sample workflows in a way that remains explicit and inspectable. We start from preprocessing multiple datasets, then move into integration and corrected views that can be reused consistently by downstream steps.
5.1 Load datasets
We load the PBMC 3k and 4k datasets using TENxPBMCData. Note that these datasets use Ensembl IDs as row names by default. To facilitate downstream analysis (e.g., cell type annotation with SingleR which requires Gene Symbols matching the reference), we map the Ensembl IDs to Gene Symbols. We use scuttle::uniquifyFeatureNames() to perform this mapping while ensuring that the resulting row names remain unique.
library(TENxPBMCData)
library(scuttle)
pbmc3k <- TENxPBMCData(dataset = "pbmc3k")
# Replace Ensembl IDs with Gene Symbols (ensuring uniqueness) for compatibility with downstream tools
rownames(pbmc3k) <- scuttle::uniquifyFeatureNames(rownames(pbmc3k), rowData(pbmc3k)$Symbol_TENx)
pbmc4k <- TENxPBMCData(dataset = "pbmc4k")5.2 Preprocess
library(sclet)
sce_process <- function(sce) {
sce <- QCMetrics(sce)
sce[["percent.mt"]] <- PercentageFeatureSet(sce, "^MT-")
keep <- colData(sce)$nFeature_RNA > 200 &
colData(sce)$nFeature_RNA < 2500 &
colData(sce)$percent.mt < 5
sce <- sce[, keep, drop = FALSE]
sce <- NormalizeData(sce)
sce <- FindVariableFeatures(sce)
return(sce)
}
pbmc3k <- sce_process(pbmc3k)
pbmc4k <- sce_process(pbmc4k)
pbmc_list <- list(pbmc3k = pbmc3k, pbmc4k = pbmc4k)5.3 Integration Workflow
sclet provides a unified RunIntegration entry point to perform multi-backend data integration (e.g., fastMNN, Harmony). It automatically manages the resulting representations (layers or reductions) and registers an active integration state so that downstream tools can consume them seamlessly.
# Merge datasets
combined_pbmc <- sce_merge(pbmc_list)
# Integration using fastMNN (default)
rm_batch_pbmc <- RunIntegration(combined_pbmc, method = "fastMNN", batch = "batch")
# RunIntegration registers a logical "corrected" layer for fastMNN
DefaultLayer(rm_batch_pbmc)## [1] "corrected"## [1] "corrected" "reconstructed"## [1] TRUE## $id
## [1] "fastmnn"
##
## $type
## [1] "integration"
##
## $status
## [1] "completed"
##
## $method
## [1] "batchelor::batchCorrect"
##
## $inputs
## $inputs$assay
## [1] "logcounts"
##
## $inputs$layer
## NULL
##
## $inputs$batch
## [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [28] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [55] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [82] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [109] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [136] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [163] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [190] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [217] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [244] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [271] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [298] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [325] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [352] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [379] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [406] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [433] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [460] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [487] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [514] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [541] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [568] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [595] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [622] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [649] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [676] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [703] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [730] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [757] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [784] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [811] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [838] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [865] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [892] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [919] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [946] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [973] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1000] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1027] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1054] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1081] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1108] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1135] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1162] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1189] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1216] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1243] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1270] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1297] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1324] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1351] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1378] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1405] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1432] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1459] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1486] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1513] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1540] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1567] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1594] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1621] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1648] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1675] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1702] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1729] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1756] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1783] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1810] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1837] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1864] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1891] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1918] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1945] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1972] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1999] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2026] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2053] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2080] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2107] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2134] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2161] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2188] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2215] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2242] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2269] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2296] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2323] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2350] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2377] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2404] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2431] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2458] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2485] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2512] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2539] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2566] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2593] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2620] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2
## [2647] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2674] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2701] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2728] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2755] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2782] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2809] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2836] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2863] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2890] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2917] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2944] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2971] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2998] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3025] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3052] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3079] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3106] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3133] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3160] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3187] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3214] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3241] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3268] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3295] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3322] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3349] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3376] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3403] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3430] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3457] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3484] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3511] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3538] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3565] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3592] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3619] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3646] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3673] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3700] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3727] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3754] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3781] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3808] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3835] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3862] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3889] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3916] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3943] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3970] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3997] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4024] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4051] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4078] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4105] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4132] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4159] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4186] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4213] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4240] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4267] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4294] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4321] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4348] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4375] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4402] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4429] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4456] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4483] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4510] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4537] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4564] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4591] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4618] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4645] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4672] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4699] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4726] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4753] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4780] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4807] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4834] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4861] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4888] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4915] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4942] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4969] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4996] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5023] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5050] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5077] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5104] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5131] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5158] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5185] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5212] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5239] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5266] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5293] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5320] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5347] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5374] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5401] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5428] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5455] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5482] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5509] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5536] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5563] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5590] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5617] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5644] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5671] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5698] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5725] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5752] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5779] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5806] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5833] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5860] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5887] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5914] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5941] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5968] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5995] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6022] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6049] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6076] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6103] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6130] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6157] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6184] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6211] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6238] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6265] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6292] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6319] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6346] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## Levels: 1 2
##
## $inputs$hvg
## [1] "LYZ" "HLA-DRA"
## [3] "S100A9" "CD74"
## [5] "S100A8" "TYROBP"
## [7] "CST3" "S100A4"
## [9] "NKG7" "CCL5"
## [11] "HLA-DRB1" "LTB"
## [13] "FTL" "HLA-DPB1"
## [15] "LGALS1" "HLA-DPA1"
## [17] "IL32" "GNLY"
## [19] "FCER1G" "AIF1"
## [21] "LST1" "S100A6"
## [23] "JUNB" "CTSS"
## [25] "SAT1" "FTH1"
## [27] "FCN1" "FOS"
## [29] "JUN" "COTL1"
## [31] "HLA-DQB1" "CD79A"
## [33] "S100A11" "DUSP1"
## [35] "RPL34" "VIM"
## [37] "GZMA" "CD3D"
## [39] "CD79B" "GPX1"
## [41] "LGALS2" "SRGN"
## [43] "PSAP" "MT-CO2"
## [45] "TYMP" "HLA-DQA1"
## [47] "CTSW" "KLRB1"
## [49] "CST7" "GZMB"
## [51] "TCL1A" "CYBA"
## [53] "NEAT1" "GSTP1"
## [55] "GAPDH" "GZMK"
## [57] "RP11-1143G9.4" "CXCR4"
## [59] "MS4A1" "PRF1"
## [61] "FCGR3A" "LDHB"
## [63] "S100A12" "IL7R"
## [65] "FGFBP2" "ANXA1"
## [67] "ZFP36" "NPC2"
## [69] "RPSA" "SH3BGRL3"
## [71] "CCL3" "ACTB"
## [73] "CD3E" "GZMH"
## [75] "CD7" "ACTG1"
## [77] "CFD" "NFKBIA"
## [79] "RPS27A" "OAZ1"
## [81] "MNDA" "S100A10"
## [83] "IFITM3" "CCL4"
## [85] "HCST" "IER2"
## [87] "CD52" "HLA-DRB5"
## [89] "CD69" "ID2"
## [91] "SERPINA1" "CD37"
## [93] "IFITM2" "HLA-DMA"
## [95] "AP1S2" "CD8B"
## [97] "RGS2" "KLF6"
## [99] "HOPX" "RPS3A"
## [101] "PTPRCAP" "CSTA"
## [103] "MS4A6A" "ISG15"
## [105] "PLAC8" "HLA-A"
## [107] "MT-ATP6" "CD68"
## [109] "DUSP2" "SPI1"
## [111] "ZFP36L2" "GRN"
## [113] "CD14" "MALAT1"
## [115] "TSPO" "ANXA2"
## [117] "RPLP0" "CMC1"
## [119] "MT-ND2" "KLRD1"
## [121] "VCAN" "STXBP2"
## [123] "LGALS3" "IFI6"
## [125] "LYAR" "TKT"
## [127] "TIMP1" "TSC22D3"
## [129] "SPON2" "PFN1"
## [131] "BTG1" "CEBPB"
## [133] "PYCARD" "ITGB2"
## [135] "LINC00926" "NOSIP"
## [137] "IFITM1" "CD2"
## [139] "CEBPD" "GIMAP7"
## [141] "RPL9" "GZMM"
## [143] "RPS5" "HLA-DMB"
## [145] "SELL" "CD8A"
## [147] "CFP" "CD247"
## [149] "HLA-C" "RPL7"
## [151] "CLIC1" "MT2A"
## [153] "MEF2C" "CLIC3"
## [155] "C1orf162" "ARPC1B"
## [157] "LY6E" "RAC1"
## [159] "PPBP" "RPL31"
## [161] "CD63" "RHOC"
## [163] "IGLL5" "IFI30"
## [165] "NCF1" "EEF1B2"
## [167] "IL1B" "BANK1"
## [169] "GABARAP" "KLRG1"
## [171] "VPREB3" "RPS29"
## [173] "H3F3A" "H3F3B"
## [175] "LCK" "KLF4"
## [177] "CD3G" "CD99"
## [179] "RPS12" "FCER2"
## [181] "MYL12A" "CTSD"
## [183] "MS4A7" "RPS27"
## [185] "IRF8" "AES"
## [187] "RPS13" "ARPC3"
## [189] "NPM1" "FCGRT"
## [191] "FGL2" "ALOX5AP"
## [193] "LY86" "SLC2A3"
## [195] "C12orf75" "HVCN1"
## [197] "MYL6" "CALM1"
## [199] "TNFSF13B" "CITED2"
## [201] "TALDO1" "CCR7"
## [203] "FAM26F" "RPS20"
## [205] "STK17A" "PLEK"
## [207] "RPS25" "RPL5"
## [209] "RPS6" "APOBEC3A"
## [211] "KLRF1" "TAGLN2"
## [213] "PF4" "PRELID1"
## [215] "NCR3" "XCL2"
## [217] "IL4R" "LEF1"
## [219] "RARRES3" "BTG2"
## [221] "FYB" "MYO1F"
## [223] "CYBB" "ZFP36L1"
## [225] "RGS1" "IL2RB"
## [227] "C1orf56" "LINC00936"
## [229] "TUBA1A" "RBP7"
## [231] "FGR" "RHOB"
## [233] "CD27" "HSPA8"
## [235] "BLVRB" "ISG20"
## [237] "H1FX" "RP11-386I14.4"
## [239] "CD160" "EFHD2"
## [241] "APMAP" "ASAH1"
## [243] "NCF2" "CCL3L3"
## [245] "FOSB" "MATK"
## [247] "JUND" "RPS15A"
## [249] "APOBEC3G" "MT-ND1"
## [251] "EVL" "ITGB1"
## [253] "TXNIP" "BRI3"
## [255] "RPL30" "AQP3"
## [257] "FKBP1A" "BIRC3"
## [259] "G0S2" "RPL23A"
## [261] "CD22" "RPL3"
## [263] "MYADM" "HNRNPH1"
## [265] "CPVL" "CDA"
## [267] "RNF130" "CSF3R"
## [269] "HLA-B" "IRF1"
## [271] "CARD16" "SOCS3"
## [273] "CTSC" "MT-ND3"
## [275] "GNG11" "HLA-DQA2"
## [277] "SOD2" "TIGIT"
## [279] "MT-CYB" "RNASE6"
## [281] "KLRC1" "SAMD3"
## [283] "SDPR" "EMP3"
## [285] "RPS3" "APLP2"
## [287] "MAL" "AP2S1"
## [289] "EAF2" "LYN"
## [291] "PMAIP1" "RPL21"
## [293] "ARL4C" "LAT"
## [295] "MARCKSL1" "RGCC"
## [297] "CYB561A3" "IGFBP7"
## [299] "RP11-291B21.2" "PPP2R5C"
## [301] "TSPAN13" "MYC"
## [303] "CLEC7A" "NAMPT"
## [305] "RPS23" "LBH"
## [307] "XBP1" "ANXA5"
## [309] "GIMAP4" "CAPG"
## [311] "HCK" "DUSP6"
## [313] "HIST1H2AC" "RPS8"
## [315] "CALM2" "ATP6V0B"
## [317] "ITM2C" "CLEC2D"
## [319] "NUP214" "PTGDS"
## [321] "RP11-347P5.1" "MARCH1"
## [323] "SYNE2" "FCRLA"
## [325] "MPEG1" "DNAJB1"
## [327] "PDLIM1" "HLA-DOB"
## [329] "PIK3IP1" "CHI3L2"
## [331] "CD36" "PIM1"
## [333] "IGSF6" "LAT2"
## [335] "GCA" "TUBB1"
## [337] "LTA4H" "UBB"
## [339] "TNFRSF13C" "ADAM28"
## [341] "CD72" "TCF7"
## [343] "AC092580.4" "TNFSF10"
## [345] "PLBD1" "NR4A2"
## [347] "FCER1A" "SLC7A7"
## [349] "ARPC2" "DDIT4"
## [351] "TTC38" "TPST2"
## [353] "POU2F2" "SPIB"
## [355] "H2AFY" "YBX3"
## [357] "FLNA" "SH2D1A"
## [359] "ABI3" "CD9"
## [361] "DOK2" "GADD45B"
## [363] "RHOH" "ALDH2"
## [365] "RALGPS2" "CLU"
## [367] "TUBA4A" "CTSB"
## [369] "CTSH" "MT-CO1"
## [371] "CXXC5" "ZEB2"
## [373] "PYHIN1" "MCL1"
## [375] "CHST12" "GPR183"
## [377] "BLK" "FOXP1"
## [379] "TRAT1" "ARID5B"
## [381] "RPL10A" "PTGDR"
## [383] "FHIT" "STX7"
## [385] "UBC" "MZB1"
## [387] "IFNG" "P2RX5"
## [389] "PRKCB" "GIMAP5"
## [391] "STMN1" "KIAA0125"
## [393] "AL928768.3" "RNASET2"
## [395] "CSTB" "CASP1"
## [397] "FLT3LG" "RGS18"
## [399] "IRF7" "XCL1"
## [401] "RORA" "ZAP70"
## [403] "DENND2D" "DYNLL1"
## [405] "LDLRAP1" "GLTSCR2"
## [407] "S1PR5" "ACAP1"
## [409] "TUBA1B" "PLP2"
## [411] "ANXA6" "SNX2"
## [413] "NUCB2" "ORAI2"
## [415] "CCND3" "ARHGAP24"
## [417] "GLIPR1" "SCPEP1"
## [419] "ITM2A" "NRGN"
## [421] "CNPY3" "PKIG"
## [423] "GNG7" "ABHD17A"
## [425] "CD19" "SMIM14"
## [427] "FCRL6" "KLF2"
## [429] "SPOCK2" "C10orf54"
## [431] "REL" "TPM4"
## [433] "FCRL1" "ETS1"
## [435] "ID1" "PTGER2"
## [437] "PTPN7" "ARPC5L"
## [439] "TXN" "SOX4"
## [441] "GYPC" "PRSS23"
## [443] "PIM2" "HMGB2"
## [445] "ASGR1" "LINC00861"
## [447] "RETN" "CLEC2B"
## [449] "LYST" "C16orf54"
## [451] "C5AR1" "PTPN6"
## [453] "LILRA4" "GP9"
## [455] "C14orf2" "S100B"
## [457] "AHNAK" "C5orf56"
## [459] "ID3" "GRAP2"
## [461] "TNFAIP3" "RIC3"
## [463] "GAPT" "LINC00152"
## [465] "CDKN2D" "SVIP"
## [467] "RGS10" "C9orf142"
## [469] "LUC7L3" "PCSK7"
## [471] "UCP2" "APOBEC3C"
## [473] "STAT1" "SWAP70"
## [475] "ODC1" "CD40"
## [477] "PTCRA" "FPR1"
## [479] "FKBP11" "CTSZ"
## [481] "SH3BP5" "CX3CR1"
## [483] "SPARC" "NELL2"
## [485] "MAFB" "IFI27"
## [487] "CD302" "MX1"
## [489] "IFI44L" "PLD4"
## [491] "MGST1" "TPT1"
## [493] "RPL39" "PPP1R15A"
## [495] "TPD52" "MARCKS"
## [497] "NGFRAP1" "PLAUR"
## [499] "PPP1R14A" "TGFB1"
## [501] "IFT57" "PTPRE"
## [503] "FERMT3" "PLEKHF2"
## [505] "JAK1" "ZNF331"
## [507] "EGR1" "LILRA5"
## [509] "APOBEC3B" "FOLR3"
## [511] "FAM129C" "TSC22D1"
## [513] "PILRA" "RPL13"
## [515] "TSPYL2" "BIN2"
## [517] "SUN2" "RPS10"
## [519] "TXK" "QRSL1"
## [521] "FYN" "PNOC"
## [523] "PPM1K" "GSTO1"
## [525] "RP1-313I6.12" "RP5-887A10.1"
## [527] "AGTRAP" "EVI2B"
## [529] "PLEKHF1" "CDC42SE1"
## [531] "SLC9A3R1" "NT5C3A"
## [533] "ACRBP" "BCL11A"
## [535] "BLNK" "ARL4A"
## [537] "BCL7A" "CORO1B"
## [539] "LRRC25" "FAM107B"
## [541] "CD40LG" "VAMP5"
## [543] "LCP1" "B2M"
## [545] "OPTN" "CFL1"
## [547] "RAB32" "SKAP1"
## [549] "IFRD1" "IFI27L2"
## [551] "CCDC50" "KCTD12"
## [553] "BCL2" "BTN3A2"
## [555] "DDX6" "IRF9"
## [557] "BCL11B" "C4orf48"
## [559] "COQ7" "CDCA7L"
## [561] "HIST1H1C" "PHACTR1"
## [563] "LITAF" "HBA1"
## [565] "BLVRA" "RPS18"
## [567] "BID" "NFKBIZ"
## [569] "ACTN1" "CDC42EP3"
## [571] "TGFBI" "MBD4"
## [573] "GLRX" "LEPROTL1"
## [575] "TAGAP" "TBX21"
## [577] "HLA-E" "MMD"
## [579] "SGK1" "CTSA"
## [581] "STX11" "PARP1"
## [583] "C6orf48" "TCF4"
## [585] "KCNG1" "LIMS1"
## [587] "ADK" "SNHG7"
## [589] "NCOA4" "PTPN4"
## [591] "EIF3E" "SIT1"
## [593] "RP11-693J15.5" "IFNGR2"
## [595] "LYL1" "GBP2"
## [597] "WARS" "SLFN5"
## [599] "RUFY1" "CA2"
## [601] "CLEC4A" "NEMF"
## [603] "LMNA" "SLA"
## [605] "CD300A" "HIST1H2BK"
## [607] "RCAN3" "PBXIP1"
## [609] "CD82" "GATA3"
## [611] "RP11-51J9.5" "TMEM154"
## [613] "RP11-796E2.4" "RASSF1"
## [615] "ARRDC3" "ZBP1"
## [617] "TRABD2A" "QPCT"
## [619] "NT5C" "HHEX"
## [621] "CCL4L2" "SNX10"
## [623] "PRMT2" "ODF3B"
## [625] "RP11-727F15.9" "ANXA2R"
## [627] "CD6" "TPR"
## [629] "TREML1" "C15orf57"
## [631] "CD200" "HSPA5"
## [633] "TOB1" "LGALS9"
## [635] "OFD1" "PHACTR4"
## [637] "SIAH2" "TSHZ2"
## [639] "XXbac-BPG299F13.17" "C1orf21"
## [641] "TMEM107" "PRKCH"
## [643] "PHF14" "RP11-138A9.2"
## [645] "SEL1L3" "PPP3CC"
## [647] "PGRMC1" "GPBAR1"
## [649] "RUNX3" "ATOX1"
## [651] "CLEC12A" "C16orf74"
## [653] "ITGA2B" "PATL2"
## [655] "BCAS4" "TMEM40"
## [657] "IFI16" "CARHSP1"
## [659] "LAG3" "KIAA0040"
## [661] "BIN1" "TNFRSF1B"
## [663] "FGD2" "ZNF92"
## [665] "EMB" "NAIP"
## [667] "KIAA1551" "HIST1H4C"
## [669] "NR3C1" "GCHFR"
## [671] "SPN" "FCRL3"
## [673] "RP11-164H13.1" "HSBP1"
## [675] "CPPED1" "TNFRSF4"
## [677] "RAB27A" "IFIT3"
## [679] "SRSF7" "DYNLT1"
## [681] "GNB5" "PASK"
## [683] "MYL9" "FCGR2B"
## [685] "STOM" "IL10RA"
## [687] "TRA2A" "POU2AF1"
## [689] "CAMK4" "SKAP2"
## [691] "CXCR3" "KCNQ1OT1"
## [693] "MFSD10" "ADD1"
## [695] "CRIP2" "LYRM4"
## [697] "PSMD5-AS1" "ITSN2"
## [699] "RAB37" "MRPL1"
## [701] "TSPYL1" "TRADD"
## [703] "TMEM205" "MPHOSPH10"
## [705] "CKLF" "CISH"
## [707] "TCOF1" "CDC25B"
## [709] "RCE1" "TNRC6B"
## [711] "RRAS2" "SYNE1"
## [713] "GPR171" "HBP1"
## [715] "PILRB" "MYLIP"
## [717] "ARRB2" "CXCL2"
## [719] "OXNAD1" "ZNF276"
## [721] "FCRL5" "FCGR2A"
## [723] "TTC14" "CWF19L2"
## [725] "FAM3C" "CTNNB1"
## [727] "PTGER4" "STMN3"
## [729] "HAVCR2" "EZR"
## [731] "RAB11FIP1" "FCRL2"
## [733] "CISD3" "RNF213"
## [735] "SH2D2A" "RAB31"
## [737] "UGCG" "BTN3A1"
## [739] "SIPA1" "BTK"
## [741] "CCDC107" "IFIT2"
## [743] "ERV3-1" "CAPN12"
## [745] "HERPUD1" "AFF3"
## [747] "CALR" "MAP3K7CL"
## [749] "PLEKHA2" "TBCC"
## [751] "STK38" "ARHGAP25"
## [753] "NDUFB1" "GLUL"
## [755] "TMEM176B" "PARP14"
## [757] "FHL1" "SUPT4H1"
## [759] "DNASE1L3" "NMT2"
## [761] "IKZF3" "PCDH9"
## [763] "MIAT" "RPUSD2"
## [765] "TNFAIP2" "CD83"
## [767] "BCL2A1" "CCDC25"
## [769] "TLE1" "PITPNA-AS1"
## [771] "CTD-2035E11.3" "AREG"
## [773] "WHSC1L1" "PRR5"
## [775] "EOMES" "FBXO21"
## [777] "CD180" "DNAJC10"
## [779] "SNX22" "ZCCHC7"
## [781] "DSCR3" "RAP1B"
## [783] "LAIR1" "SMCO4"
## [785] "C12orf57" "SERPINB1"
## [787] "CCDC66" "TPM1"
## [789] "RASGRP2" "B4GALT1"
## [791] "ADAM8" "YPEL3"
## [793] "IER3" "STRBP"
## [795] "GLIPR2" "MRPS6"
## [797] "SCGB3A1" "INTS12"
## [799] "TC2N" "CHP1"
## [801] "GUCD1" "MOCS2"
## [803] "GNPTAB" "IFI35"
## [805] "PLA2G16" "C19orf38"
## [807] "CARS" "OCIAD2"
## [809] "CLEC4E" "CAST"
## [811] "MIB2" "CD320"
## [813] "ODF2L" "PLEKHA1"
## [815] "ICAM2" "AC013264.2"
## [817] "STAT4" "TNFRSF25"
## [819] "GPR18" "CD93"
## [821] "CHMP7" "SNHG8"
## [823] "RBL2" "SLC38A2"
## [825] "MPP1" "RASAL3"
## [827] "CDK12" "MLLT11"
## [829] "AC093323.3" "SORL1"
## [831] "TMEM140" "TSTD1"
## [833] "MIDN" "PIK3R1"
## [835] "PPP1R14B" "C1orf228"
## [837] "LPIN2" "LPIN1"
## [839] "IER5" "TMEM91"
## [841] "CLEC10A" "HSH2D"
## [843] "ITGAM" "MAP3K8"
## [845] "PLA2G12A" "ZNF683"
## [847] "GNAI2" "SUSD3"
## [849] "KLF10" "P2RY10"
## [851] "BACE2" "CHD9"
## [853] "NPRL2" "CPNE2"
## [855] "RPS19" "PRKD2"
## [857] "VIMP" "ZNF493"
## [859] "SH2D1B" "CD33"
## [861] "NOP58" "TAF1D"
## [863] "RPLP2" "KTN1"
## [865] "OSM" "STAMBP"
## [867] "NFATC3" "SLC11A1"
## [869] "CD84" "SLC25A45"
## [871] "ZNF791" "RNF125"
## [873] "BST1" "BACH2"
## [875] "FAM45A" "APBA2"
## [877] "ESF1" "AAK1"
## [879] "SATB1" "MITD1"
## [881] "CHMP1B" "SNN"
## [883] "RASGRP3" "SDCBP"
## [885] "AKAP9" "SAMSN1"
## [887] "UPF3B" "RP11-1399P15.1"
## [889] "F13A1" "LINC-PINT"
## [891] "GGA2" "GPKOW"
## [893] "SPG7" "PRKACB"
## [895] "SP140" "TMEM156"
## [897] "SIDT1-AS1" "PSMC6"
## [899] "ZNF263" "ARID4A"
## [901] "PEX16" "MT-ND4L"
## [903] "LYPD2" "GBP1"
## [905] "CPQ" "AC079767.4"
## [907] "APP" "DGKZ"
## [909] "PGM2L1" "DNAJC2"
## [911] "SEC62" "RPPH1"
## [913] "FAM96A" "ZNF688"
## [915] "C12orf65" "ZBTB16"
## [917] "H2AFJ" "FCGR1A"
## [919] "FLOT1" "MYO1G"
## [921] "UBE2D1" "VASP"
## [923] "RP11-18H21.1" "LINC00662"
## [925] "AOAH" "ATM"
## [927] "RBM23" "REXO2"
## [929] "IL2RG" "TMX2"
## [931] "EREG" "CEP78"
## [933] "HLA-DOA" "GSAP"
## [935] "STX16" "MUM1"
## [937] "RP11-489E7.4" "KIR2DL3"
## [939] "PHF3" "RPL7L1"
## [941] "LGALS3BP" "CMTM5"
## [943] "ITGB7" "ATP2A3"
## [945] "ACD" "MANF"
## [947] "ENTPD1" "ADTRP"
## [949] "CAND1" "RIT1"
## [951] "RP11-1094M14.11" "LY9"
## [953] "TMIGD2" "CAMK1D"
## [955] "SMCHD1" "RGL2"
## [957] "HIST1H1E" "ESYT1"
## [959] "TRAF3IP3" "CLDN5"
## [961] "RP11-222K16.2" "PARVB"
## [963] "EPB41L4A-AS1" "CYB5B"
## [965] "TMEM87A" "RPL36A"
## [967] "VNN2" "CCDC91"
## [969] "AL592183.1" "KRCC1"
## [971] "SEPT7" "OAZ2"
## [973] "MYCBP2" "DDIT3"
## [975] "RBM38" "ANXA4"
## [977] "KIAA0226L" "IFIT1"
## [979] "TTC39C" "SH3YL1"
## [981] "TMX4" "HMBOX1"
## [983] "RFC1" "TMEM80"
## [985] "UIMC1" "MCM3"
## [987] "PHPT1" "OARD1"
## [989] "SH3GLB1" "FKBP2"
## [991] "CD300E" "FKBP5"
## [993] "ZCCHC11" "CARS2"
## [995] "NXT2" "CD1C"
## [997] "GBP5" "ISCA2"
## [999] "ATF7IP2" "XAF1"
## [1001] "MACF1" "BDP1"
## [1003] "AP3M2" "CIR1"
## [1005] "ZNF652" "OPN3"
## [1007] "FXYD7" "NFKBID"
## [1009] "USP10" "SLC38A1"
## [1011] "GNG2" "NR2C1"
## [1013] "MYBL1" "TNFRSF18"
## [1015] "C14orf1" "ABTB1"
## [1017] "RBM7" "PRDM2"
## [1019] "CHST2" "ERICH1"
## [1021] "HAGH" "NNT-AS1"
## [1023] "LTB4R" "PPIE"
## [1025] "RELB" "PICALM"
## [1027] "LRRN3" "PACS1"
## [1029] "RP11-544A12.8" "BEX2"
## [1031] "ACTN4" "PRPF4B"
## [1033] "SAT2" "RHOG"
## [1035] "HSPB11" "SDCCAG8"
## [1037] "HENMT1" "GCC2"
## [1039] "DIDO1" "SMC2"
## [1041] "DNAJC1" "MLLT6"
## [1043] "MDM4" "LPCAT1"
## [1045] "UNC45A" "FAM43A"
## [1047] "NEK8" "RBM25"
## [1049] "MBP" "GRAP"
## [1051] "RBBP6" "GPR65"
## [1053] "PSTPIP1" "RP5-1028K7.2"
## [1055] "MNAT1" "MAP2K7"
## [1057] "VSTM1" "DGKA"
## [1059] "DERL1" "UBXN4"
## [1061] "ARHGEF40" "ATAD1"
## [1063] "SMARCC2" "SLAMF7"
## [1065] "PGM1" "C1QA"
## [1067] "DERL3" "SULT1A1"
## [1069] "CLDND1" "HOXB2"
## [1071] "TMEM19" "CCND2"
## [1073] "RSF1" "MFSD1"
## [1075] "LINC00869" "BEX4"
## [1077] "SYVN1" "ATXN3"
## [1079] "COL6A2" "TRIM56"
## [1081] "MICU1" "ABHD17B"
## [1083] "DNAJA3" "STAP1"
## [1085] "HDAC9" "LPAR6"
## [1087] "NFE2L2" "BLOC1S6"
## [1089] "ILK" "PURA"
## [1091] "GPS2" "FAM200B"
## [1093] "USE1" "NEIL1"
## [1095] "SLC40A1" "PAXIP1-AS1"
## [1097] "CDC40" "GOLGB1"
## [1099] "PCNA" "YPEL1"
## [1101] "CD96" "TTC3"
## [1103] "RABEP2" "TARSL2"
## [1105] "ZNF75A" "RP11-367G6.3"
## [1107] "ZBTB8OS" "TGFBR3"
## [1109] "RP11-138A9.1" "BAZ2B"
## [1111] "FUT11" "BMPR2"
## [1113] "COMMD10" "PACSIN2"
## [1115] "LINC00685" "MSRB1"
## [1117] "N4BP2L1" "OAS1"
## [1119] "U2SURP" "LRRK2"
## [1121] "UTRN" "CCDC28B"
## [1123] "RIOK2" "MCTP2"
## [1125] "RMDN3" "RP11-83A24.2"
## [1127] "MIS18BP1" "TFDP2"
## [1129] "PAX5" "SH2D3A"
## [1131] "GYG1" "DDX24"
## [1133] "BOLA1" "TTF1"
## [1135] "ILF3-AS1" "CHD7"
## [1137] "GALM" "FAM46C"
## [1139] "LRIF1" "ITGAL"
## [1141] "RRAGC" "SPTBN1"
## [1143] "CEP290" "LINC01003"
## [1145] "SERTAD1" "ZNF600"
## [1147] "ZNF397" "STX4"
## [1149] "MTIF2" "SCAI"
## [1151] "JAZF1" "CNIH4"
## [1153] "IQGAP1" "ITPR1"
## [1155] "NUDT16L1" "RP11-428G5.5"
## [1157] "BNIP3L" "LMO4"
## [1159] "NIT2" "HEMK1"
## [1161] "INTS6" "RAMP1"
## [1163] "CYB5D2" "CHPF2"
## [1165] "ZNF350" "SCAPER"
## [1167] "GGA3" "GSN"
## [1169] "RP11-108M9.4" "SEPT11"
## [1171] "IL23A" "WDR55"
## [1173] "ZC3HAV1" "ITK"
## [1175] "USP15" "RNF139"
## [1177] "PLEKHA3" "C19orf66"
## [1179] "CHD2" "MDS2"
## [1181] "TSPAN32" "PHKB"
## [1183] "CD244" "PPT1"
## [1185] "TRIM38" "BAZ2A"
## [1187] "LRBA" "LINC00969"
## [1189] "CD28" "GGA1"
## [1191] "VAV3" "DDX1"
## [1193] "DNAJC3" "SLAMF6"
## [1195] "TTPAL" "CYP1B1"
## [1197] "ATXN1L" "CNOT6L"
## [1199] "IFFO1" "FBXO33"
## [1201] "C5orf24" "CPSF3L"
## [1203] "KIAA0907" "WDR54"
## [1205] "HNMT" "SLC25A5"
## [1207] "SYPL1" "P2RY8"
## [1209] "EMG1" "ZNF91"
## [1211] "PBRM1" "R3HDM2"
## [1213] "NUAK2" "F2R"
## [1215] "RHBDF2" "GPATCH4"
## [1217] "RP11-792A8.4" "BTLA"
## [1219] "ZRANB2" "NUP88"
## [1221] "RASA3" "SLC48A1"
## [1223] "USF2" "TMEM109"
## [1225] "PTGS2" "FCHSD2"
## [1227] "PGD" "TRIP12"
## [1229] "DIS3" "C20orf196"
## [1231] "ZBTB1" "CHERP"
## [1233] "ARFGAP2" "MAGEH1"
## [1235] "PHF1" "MARCH2"
## [1237] "SPRTN" "AP001189.4"
## [1239] "VOPP1" "SLC16A3"
## [1241] "RXRA" "TRAF5"
## [1243] "TREM1" "PLSCR1"
## [1245] "HELZ" "TDG"
## [1247] "GPCPD1" "TUBA1C"
## [1249] "VPS13A" "PRAF2"
## [1251] "TMEM18" "PTPRA"
## [1253] "PPIL2" "HIP1R"
## [1255] "MADD" "LRRC26"
## [1257] "RBM5" "ISOC1"
## [1259] "CATSPER1" "PRR7"
## [1261] "ARPP19" "UBE2D4"
## [1263] "SERPINF1" "ACOT13"
## [1265] "RNF14" "BZRAP1-AS1"
## [1267] "LPAR5" "FBXO25"
## [1269] "ITGAE" "PRPS2"
## [1271] "BRWD1" "MAST3"
## [1273] "FUT7" "TAF12"
## [1275] "TNRC6C" "PRPF31"
## [1277] "AIMP1" "CEP68"
## [1279] "STAU2" "EPSTI1"
## [1281] "ZNF101" "FAM173A"
## [1283] "PDE7A" "RNF115"
## [1285] "PXN" "MVD"
## [1287] "ACBD3" "TSPAN3"
## [1289] "CIAPIN1" "C6orf1"
## [1291] "NKAP" "SCML4"
## [1293] "DCLRE1C" "BNIP2"
## [1295] "UBLCP1" "METTL21A"
## [1297] "ZFAND5" "AC006129.2"
## [1299] "TRAPPC6B" "NCOR2"
## [1301] "METTL12" "PTPN12"
## [1303] "CLK4" "ZNF721"
## [1305] "A2M-AS1" "NFU1"
## [1307] "PCYT1A" "DNTTIP1"
## [1309] "NPHP3" "AGPAT1"
## [1311] "CCR6" "USP8"
## [1313] "DEXI" "FAM159A"
## [1315] "AIM2" "RP5-827C21.4"
## [1317] "GON4L" "SLC2A14"
## [1319] "PNKP" "MECP2"
## [1321] "CCDC88B" "UBE2J1"
## [1323] "UXS1" "CBLB"
## [1325] "SYNGR1" "C12orf45"
## [1327] "GABARAPL1" "RBM6"
## [1329] "PRR4" "CEPT1"
## [1331] "RQCD1" "CRTAP"
## [1333] "LY96" "SIDT1"
## [1335] "SMIM7" "SNAP47"
## [1337] "METTL18" "RAD21"
## [1339] "UBTF" "DHRS3"
## [1341] "CBFA2T2" "MIS18A"
## [1343] "AAGAB" "USP33"
## [1345] "NFAT5" "SLC4A10"
## [1347] "ASCL2" "CAMK2D"
## [1349] "CYFIP2" "STX18"
## [1351] "ABHD5" "BLCAP"
## [1353] "ZFP14" "DGKD"
## [1355] "DDX56" "NUMB"
## [1357] "NSRP1" "MTPN"
## [1359] "SP140L" "PHIP"
## [1361] "FAM210B" "CDK19"
## [1363] "PHKG1" "ZNF22"
## [1365] "NPDC1" "STK10"
## [1367] "CMTM6" "DPYD"
## [1369] "TAF11" "HSPB1"
## [1371] "HMOX1" "SMC6"
## [1373] "EXOC6" "LUC7L"
## [1375] "C2orf88" "H1F0"
## [1377] "CCDC174" "OGFRL1"
## [1379] "SMARCA4" "SMARCD3"
## [1381] "CD81" "PITPNC1"
## [1383] "RGP1" "CHMP6"
## [1385] "SMAGP" "RP11-47L3.1"
## [1387] "HES1" "ZNF274"
## [1389] "SNX5" "SMIM19"
## [1391] "GMPR" "C1orf35"
## [1393] "CBX7" "ORAI1"
## [1395] "THUMPD1" "ABHD14A"
## [1397] "SAMHD1" "RGS3"
## [1399] "PTPRN2" "LONP2"
## [1401] "ADRB2" "RPS6KA5"
## [1403] "GABPB1" "FKBP3"
## [1405] "DMTN" "MTSS1"
## [1407] "NIN" "IL18RAP"
## [1409] "SNCA" "EIF4EBP1"
## [1411] "NAALADL1" "WDR45"
## [1413] "PRCC" "PTRHD1"
## [1415] "BRD9" "DYNC1I2"
## [1417] "C19orf52" "B4GALT4"
## [1419] "CD55" "TCTN1"
## [1421] "NDUFAF4" "DNAJB14"
## [1423] "CLIC4" "SIRPG"
## [1425] "RP11-111A22.1" "PPP1R3E"
## [1427] "CRELD2" "GMPPA"
## [1429] "CD5" "DUSP22"
## [1431] "SAMD9" "DCAF5"
## [1433] "JARID2" "METTL8"
## [1435] "MAEA" "SMG1"
## [1437] "DNAJB9" "ARHGEF3"
## [1439] "FBXO44" "ADPRM"
## [1441] "ASH1L" "IL6ST"
## [1443] "SPPL2A" "LBR"
## [1445] "YAF2" "RNU12"
## [1447] "HSP90B1" "SYTL3"
## [1449] "PPP6C" "ATG12"
## [1451] "ABLIM1" "BBX"
## [1453] "PPP3CA" "FHL3"
## [1455] "PSIP1" "CRTAM"
## [1457] "POMT1" "TMEM242"
## [1459] "TLR10" "IFI44"
## [1461] "NDUFAF2" "METTL3"
## [1463] "ANKRD28" "CPNE1"
## [1465] "ZSCAN18" "CDKN1C"
## [1467] "SMC4" "ALOX5"
## [1469] "ING3" "MEI1"
## [1471] "KIF2A" "LIX1L"
## [1473] "MESDC2" "SLA2"
## [1475] "RP11-589C21.6" "ZNF561"
## [1477] "MKKS" "PBDC1"
## [1479] "C1orf50" "RAD9A"
## [1481] "ORC2" "SAR1A"
## [1483] "TBPL1" "TBC1D10C"
## [1485] "CES1" "TRIB2"
## [1487] "PGLS" "LRMP"
## [1489] "HMGXB4" "MPST"
## [1491] "LAMTOR2" "CNOT4"
## [1493] "CHCHD1" "HES4"
## [1495] "HAPLN3" "NASP"
## [1497] "YPEL2" "CGRRF1"
## [1499] "TESC" "PI4KB"
## [1501] "DRAM2" "RAB8B"
## [1503] "TTTY15" "CBR4"
## [1505] "RP11-421L21.3" "ANKRD54"
## [1507] "RP11-706O15.1" "KNOP1"
## [1509] "MRPS18C" "RCL1"
## [1511] "BBC3" "SYK"
## [1513] "CD38" "MXD1"
## [1515] "TMEM116" "MAPK13"
## [1517] "ZCCHC9" "SLC7A6OS"
## [1519] "ADI1" "FAM110A"
## [1521] "RTKN2" "PKN2"
## [1523] "XRRA1" "KLF13"
## [1525] "STIM2" "SEPT5"
## [1527] "ABI2" "C5orf45"
## [1529] "RDH14" "POLE4"
## [1531] "TMEM63A" "TMEM106C"
## [1533] "COA5" "EID2"
## [1535] "ASB1" "MT1X"
## [1537] "MSL3" "TBCK"
## [1539] "TMEM192" "TMEM259"
## [1541] "ZNF880" "MALT1"
## [1543] "MRE11A" "NCK2"
## [1545] "STARD3NL" "KAT6B"
## [1547] "ST6GALNAC6" "TMBIM1"
## [1549] "HIST1H2BG" "DIP2A"
## [1551] "MTRF1" "ZNF836"
## [1553] "TPI1" "CD2AP"
## [1555] "PRKACA" "SBNO1"
## [1557] "UBE3A" "DNMT3A"
## [1559] "RBM48" "QKI"
## [1561] "ADAM19" "B3GAT3"
## [1563] "SNAPIN" "NFE2"
## [1565] "ARMC7" "DAGLB"
## [1567] "PDK2" "ULK3"
## [1569] "EIF4A3" "TMEM55A"
## [1571] "ELK3" "PDE6B"
## [1573] "USP11" "MAGOHB"
## [1575] "HDAC1" "MED9"
## [1577] "CYP20A1" "TRIM13"
## [1579] "NAT9" "RAB9A"
## [1581] "ORMDL3" "UPF3A"
## [1583] "HELQ" "SLC2A4RG"
## [1585] "ADIPOR2" "TPT1-AS1"
## [1587] "CBX6" "HNRNPH3"
## [1589] "RASSF3" "TFAM"
## [1591] "RPL39L" "RNASEH2C"
## [1593] "CXCR5" "MRPS33"
## [1595] "SNHG9" "PMS1"
## [1597] "NFATC1" "CWC27"
## [1599] "C21orf33" "MEGF9"
## [1601] "RNF168" "SLC25A42"
## [1603] "SLC25A11" "UBA5"
## [1605] "SOCS1" "BRD7"
## [1607] "SNHG12" "CTC-444N24.11"
## [1609] "DDX27" "MICAL3"
## [1611] "STX17" "MAP3K13"
## [1613] "RPUSD3" "CMSS1"
## [1615] "NRG1" "EPHB6"
## [1617] "NCF4" "USP3"
## [1619] "BRAT1" "IGF2R"
## [1621] "BEX5" "ARIH2OS"
## [1623] "PTMS" "DOK3"
## [1625] "EHMT1" "CYTH4"
## [1627] "TOX4" "FASLG"
## [1629] "PRPF18" "MFF"
## [1631] "AKTIP" "GNS"
## [1633] "GNPAT" "ERGIC1"
## [1635] "ICOSLG" "NISCH"
## [1637] "THUMPD3" "TRIM39"
## [1639] "DIMT1" "ERAP2"
## [1641] "PLA2G7" "BPTF"
## [1643] "CCDC14" "PSME2"
## [1645] "CCSER2" "PIGH"
## [1647] "MXI1" "ASCC2"
## [1649] "TASP1" "CWC25"
## [1651] "DIAPH1" "CERS4"
## [1653] "PJA1" "METTL7A"
## [1655] "SURF6" "TSSC1"
## [1657] "ZNF148" "RAP2B"
## [1659] "CEP120" "STRADB"
## [1661] "CTD-3184A7.4" "EXOC4"
## [1663] "EPM2AIP1" "ANKRD36C"
## [1665] "ILF3" "EXOC3"
## [1667] "CDKN2A" "RP9"
## [1669] "ZBED5-AS1" "TIFA"
## [1671] "VGLL4" "CCNG2"
## [1673] "PUM1" "QSOX1"
## [1675] "FBXO3" "ABCD4"
## [1677] "PAWR" "ACTR1B"
## [1679] "GBP4" "DTNBP1"
## [1681] "ZBTB20" "LSG1"
## [1683] "SHPRH" "HIST1H1D"
## [1685] "RAB30" "JADE1"
## [1687] "TAZ" "TLN1"
## [1689] "EZH1" "R3HDM1"
## [1691] "SPTY2D1" "CREB1"
## [1693] "GCSAM" "MIEF1"
## [1695] "SNRNP35" "IRF2BPL"
## [1697] "DOPEY2" "PHF12"
## [1699] "TGFBR2" "SCO2"
## [1701] "MRPL28" "AFTPH"
## [1703] "TBC1D17" "PDXDC1"
## [1705] "BATF" "ATP6V0D1"
## [1707] "ARID4B" "UBE2K"
## [1709] "PRR5L" "NELFB"
## [1711] "DAPP1" "PTPRS"
## [1713] "HIST1H2BJ" "SHOC2"
## [1715] "NFATC2" "UBE2S"
## [1717] "CNR2" "TTC9C"
## [1719] "ZBED5" "MYNN"
## [1721] "ECHDC2" "DDB2"
## [1723] "ATP1B3" "NSMAF"
## [1725] "ST6GAL1" "KRBOX4"
## [1727] "PPM1N" "CCDC82"
## [1729] "MBD1" "ARVCF"
## [1731] "IL27RA" "FBXO4"
## [1733] "COBLL1" "NUDCD1"
## [1735] "IP6K1" "KIAA0355"
## [1737] "RP11-664D1.1" "TPD52L2"
## [1739] "LTV1" "FEM1A"
## [1741] "PWP1" "SETD1B"
## [1743] "SH2D3C" "SFXN1"
## [1745] "RP11-104L21.3" "HDGF"
## [1747] "SPIN1" "NAP1L1"
## [1749] "PARP8" "ANKRD36"
## [1751] "ZKSCAN1" "ZNF677"
## [1753] "STK25" "SLC20A1"
## [1755] "PPP1R18" "IFIT5"
## [1757] "SWI5" "NKIRAS2"
## [1759] "CCDC115" "VPS13C"
## [1761] "PHACTR2" "AP3B1"
## [1763] "SNRNP200" "HINT2"
## [1765] "FAM98A" "GLMN"
## [1767] "RABEP1" "DPH6"
## [1769] "KMT2E-AS1" "MRPS28"
## [1771] "GPR155" "PHYKPL"
## [1773] "TBXA2R" "TCEAL4"
## [1775] "CDK11B" "MRI1"
## [1777] "L3MBTL2" "MRPS12"
## [1779] "TBC1D15" "RNGTT"
## [1781] "DUSP11" "C7orf26"
## [1783] "DHX9" "STRA13"
## [1785] "NOG" "YTHDC1"
## [1787] "PIP4K2A" "TMEM222"
## [1789] "SMYD3" "PDIA4"
## [1791] "TBC1D4" "CNST"
## [1793] "C3orf38" "ZNF439"
## [1795] "ACTL6A" "ALG13"
## [1797] "EIF2AK2" "DDX50"
## [1799] "SNRNP48" "RANGRF"
## [1801] "CTA-29F11.1" "ABHD13"
## [1803] "HSBP1L1" "ABHD12"
## [1805] "THYN1" "SENP2"
## [1807] "KPNA6" "LLGL2"
## [1809] "ZBTB44" "RUNX1"
## [1811] "ADH5" "C15orf40"
## [1813] "DMXL2" "SMYD2"
## [1815] "NIPSNAP1" "CXXC1"
## [1817] "CD4" "SESN1"
## [1819] "MOB2" "ZNF37A"
## [1821] "NELFCD" "PDCD4"
## [1823] "ZCCHC17" "CTBP2"
## [1825] "AC004951.6" "CEP85L"
## [1827] "RAB30-AS1" "DDI2"
## [1829] "TPM2" "ZNF626"
## [1831] "KIF3A" "ELL"
## [1833] "GBGT1" "FN3KRP"
## [1835] "KLHL24" "LRRIQ3"
## [1837] "WHAMM" "SLC16A7"
## [1839] "RP11-660L16.2" "CYB5A"
## [1841] "MLH3" "RALBP1"
## [1843] "APOBEC3D" "EBAG9"
## [1845] "ZNF766" "TOX"
## [1847] "ZC3H12A" "DPF2"
## [1849] "CHN2" "TBC1D23"
## [1851] "PRKD3" "LRRC47"
## [1853] "TRMT10C" "VTI1A"
## [1855] "SERINC5" "UBIAD1"
## [1857] "RP11-35G9.3" "SPIDR"
## [1859] "SBF2" "ECHDC1"
## [1861] "CDK13" "TAF7"
## [1863] "EGLN2" "NR2C2AP"
## [1865] "NUP54" "PARP15"
## [1867] "IREB2" "RABL2B"
## [1869] "CELF1" "RPUSD1"
## [1871] "TSEN54" "EIF2B1"
## [1873] "MTA2" "ARMCX5"
## [1875] "ARMCX3" "RFNG"
## [1877] "RB1CC1" "TIMM13"
## [1879] "CHD6" "PPIL4"
## [1881] "C1QB" "SSBP2"
## [1883] "CREBRF" "UQCC1"
## [1885] "ARRDC4" "GTF3C1"
## [1887] "TIMM10B_ENSG00000132286" "TCF12"
## [1889] "TCEA2" "CCDC137"
## [1891] "ACTR6" "RP11-468E2.4"
## [1893] "CSF1R" "CDKAL1"
## [1895] "CAT" "ZNF224"
## [1897] "TRMT10B" "AC016831.7"
## [1899] "SCFD1" "ABCF1"
## [1901] "NUP107" "TMEM87B"
## [1903] "USP30" "ITFG2"
## [1905] "RP5-1180E21.5" "TP53I13"
## [1907] "ENTPD3-AS1" "BET1"
## [1909] "PCED1B" "ESAM"
## [1911] "ZFP62" "ZCWPW1"
## [1913] "ING5" "DARS"
## [1915] "SYNRG" "CERS2"
## [1917] "AHI1" "CREBZF"
## [1919] "CCNY" "ITPRIP"
## [1921] "BOLA3" "MARCH3"
## [1923] "ZNF83" "BSDC1"
## [1925] "NT5E" "FAM133B"
## [1927] "CR1" "ELOVL5"
## [1929] "ARID5A" "RP13-188A5.1"
## [1931] "FXYD2" "BROX"
## [1933] "NOL11" "GABPB2"
## [1935] "PTTG1" "ZC3H8"
## [1937] "SLC50A1" "FXN"
## [1939] "SCT" "SREBF2"
## [1941] "TSPAN15" "HERPUD2"
## [1943] "HDAC7" "SYS1"
## [1945] "CTB-152G17.6" "GFER"
## [1947] "CDK10" "ZNF567"
## [1949] "SEPHS2" "IRS2"
## [1951] "ABT1" "TTC1"
## [1953] "FRYL" "VPS37B"
## [1955] "INIP" "FBXL5"
## [1957] "MTMR4" "ST3GAL2"
## [1959] "CHD3" "CHPT1"
## [1961] "PRRC2B" "RTF1"
## [1963] "BANP" "DPYSL2"
## [1965] "GPM6B" "SRPK2"
## [1967] "SETX" "ANKRD49"
## [1969] "SIPA1L1" "CABIN1"
## [1971] "SYNJ2BP" "PADI4"
## [1973] "ELMSAN1" "COQ10A"
## [1975] "INSIG1" "CTB-61M7.2"
## [1977] "NFKB2" "CTB-31O20.2"
## [1979] "SETD5" "TERF1"
## [1981] "CLASP2" "OSBPL2"
## [1983] "TMEM43" "CCDC59"
## [1985] "CCDC167" "HERC4"
## [1987] "SREBF1" "C11orf21"
## [1989] "TRIM25" "ALDOC"
## [1991] "ANKRD27" "TMEM126B"
## [1993] "LINC00909" "OAT"
## [1995] "FAM3A" "ANKLE2"
## [1997] "GTF2IRD2" "OXLD1"
## [1999] "RP11-25K19.1" "NSG1"
## [2001] "ST3GAL1" "ARHGAP18"
## [2003] "TMEM165" "PLCB2"
## [2005] "IMPA1" "TUBD1"
## [2007] "SLC2A13" "DHRS1"
## [2009] "TNNI2" "VDAC3"
## [2011] "SMAD3" "TOMM5"
## [2013] "PTGES2" "RFC2"
## [2015] "MED30" "PTK2B"
## [2017] "MTMR9" "ZMAT3"
## [2019] "EFHC1" "OTUD1"
## [2021] "MTR" "ATP6V0E2"
## [2023] "SELM" "TNF"
## [2025] "EXOG" "MGEA5"
## [2027] "UBE2F" "ACBD5"
## [2029] "FAM172A" "TMEM251"
## [2031] "NBEAL2" "ATF7IP"
## [2033] "BCL6" "MPHOSPH9"
## [2035] "CCNB1IP1" "PIGU"
## [2037] "LARP7" "STAG1"
## [2039] "SEPT6" "TNPO1"
## [2041] "TMEM234" "CBX1"
## [2043] "AP003774.1" "FEZ1"
## [2045] "KLRC2" "EXOC2"
## [2047] "ANKRA2" "XPNPEP3"
## [2049] "SYTL2" "DNAJC19"
## [2051] "LINC00937" "CUL4B"
## [2053] "ZNF720" "GUSB"
## [2055] "RNF8" "INPP5D"
## [2057] "NIT1" "KLHDC4"
## [2059] "MEF2A" "CHCHD5"
## [2061] "ATXN7L3B" "ZNF800"
## [2063] "MCPH1" "PPP1R8"
## [2065] "RNF6" "COL19A1"
## [2067] "AMN1" "PTPN22"
## [2069] "BASP1" "SLC27A1"
## [2071] "TCTA" "PPIL3"
## [2073] "PTER" "FOSL2"
## [2075] "RPF2" "USP38"
## [2077] "PYCR2" "C6orf25"
## [2079] "CEACAM4" "DDAH2"
## [2081] "PDCD2L" "CCDC69"
## [2083] "HAUS1" "YWHAH"
## [2085] "ZNF264" "INO80D"
## [2087] "COLGALT1" "MAPK8"
## [2089] "REEP3" "MFN2"
## [2091] "AMFR" "DNAJA2"
## [2093] "PDK1" "GPATCH8"
## [2095] "SLFN12L" "KPNA1"
## [2097] "HIST1H2BD" "RALGDS"
## [2099] "DTHD1" "PRPF38A"
## [2101] "CAMK2G" "NDUFAF6"
## [2103] "RWDD4" "TSPAN5"
## [2105] "AC006369.2" "CCDC152"
## [2107] "THAP11" "CLEC1B"
## [2109] "GOT2" "ZBTB38"
## [2111] "CARD8" "KIAA1429"
## [2113] "COPS8" "PEMT"
## [2115] "RP13-270P17.3" "PAICS"
## [2117] "GMCL1" "ZNF384"
## [2119] "XPNPEP1" "LPGAT1"
## [2121] "PHTF1" "THAP2"
## [2123] "NAPA-AS1" "URGCP"
## [2125] "HUS1" "TMEM120B"
## [2127] "APPL1" "ZNF830"
## [2129] "PRPSAP2" "CYHR1"
## [2131] "RHEBL1" "HNRNPL"
## [2133] "C22orf46" "USP28"
## [2135] "IRF2BP2" "LINC00954"
## [2137] "TOM1L2" "CASP8"
## [2139] "TBK1" "TMEM60"
## [2141] "MARCH6" "FAM63B"
## [2143] "SMARCD1" "CARD11"
## [2145] "NINJ1" "B3GNT2"
## [2147] "TBC1D20" "BLZF1"
## [2149] "IL3RA" "TMEM167B"
## [2151] "JAK3" "PTPN18"
## [2153] "HGD" "THAP7"
## [2155] "ISY1" "KIAA0319L"
## [2157] "SREK1IP1" "MFSD11"
## [2159] "RUNDC1" "ZFP90"
## [2161] "MRPL42" "KDM4B"
## [2163] "G6PD" "FAM160A2"
## [2165] "CUTC" "ELP6"
## [2167] "HERC2" "SYNC"
## [2169] "CNTNAP2" "C18orf8"
## [2171] "INTS5" "ADAL"
## [2173] "UNK" "ITGB3BP"
## [2175] "KLF7" "HARS"
## [2177] "SLC2A11" "ANKRD11"
## [2179] "AIDA" "DLEU1"
## [2181] "SPTSSB" "MYO9B"
## [2183] "BCDIN3D" "WNK1"
## [2185] "RBM4" "HOXB-AS1"
## [2187] "ARL5B" "DHX36"
## [2189] "C14orf80" "INADL"
## [2191] "BTG3" "CLSTN3"
## [2193] "ATG4C" "ERLEC1"
## [2195] "CDC16" "ATP5SL"
## [2197] "NFKBIB" "COIL"
## [2199] "BAG5" "ITGA5"
## [2201] "SCAP" "ZNF281"
## [2203] "RTN3" "MR1"
## [2205] "TESPA1" "GIMAP2"
## [2207] "RP11-102N12.3" "TMEM41B"
## [2209] "RP11-356I2.4" "SMYD4"
## [2211] "S1PR1" "ZNF528"
## [2213] "GCLM" "SLC16A1-AS1"
## [2215] "CERS5" "CLPP"
## [2217] "RCBTB2" "TNIK"
## [2219] "ZNF3" "ACSS1"
## [2221] "CISD1" "FAM53C"
## [2223] "METTL16" "RPN2"
## [2225] "INO80" "RGL4"
## [2227] "APOLD1" "CTBP1"
## [2229] "GOSR2" "FOPNL"
## [2231] "NUP160" "KLF12"
## [2233] "NHLRC3" "EED"
## [2235] "HP1BP3" "KIFAP3"
## [2237] "ACADSB" "ZNF32"
## [2239] "ACADVL" "SLC4A7"
## [2241] "MRPS18A" "RAD1"
## [2243] "FAM102A" "UBXN7"
## [2245] "C1orf131" "DAB2"
## [2247] "PNMA1" "UBASH3A"
## [2249] "ARAP2" "MEG3"
## [2251] "AK5" "FTSJ2"
## [2253] "SESTD1" "CTNNA1"
## [2255] "PEX26" "NME6"
## [2257] "TIPARP" "FADS3"
## [2259] "VIM-AS1" "TCEAL1"
## [2261] "RAB3D" "SLC25A12"
## [2263] "ZNF559" "MYOM2"
## [2265] "WDR37" "CIITA"
## [2267] "USP7" "RSBN1"
## [2269] "FRAT1" "VCPKMT"
## [2271] "NCALD" "RP11-400F19.6"
## [2273] "KANSL2" "SFSWAP"
## [2275] "DZIP3" "INTS8"
## [2277] "SPEN" "SUPV3L1"
## [2279] "USP25" "DDX20"
## [2281] "ZNF821" "PNPLA8"
## [2283] "ATXN1" "DUSP10"
## [2285] "TOP1MT" "ABCC10"
## [2287] "RICTOR" "MSL1"
## [2289] "JAKMIP1" "VRK1"
## [2291] "PHYH" "E4F1"
## [2293] "BTBD7" "DXO"
## [2295] "SPRY1" "ANAPC13"
## [2297] "UBE2Q1" "PMPCA"
## [2299] "NUPL2" "CTB-113I20.2"
## [2301] "PDIK1L" "RP3-477O4.14"
## [2303] "ZNF302" "FAM129A"
## [2305] "RNF113A" "ATG4D"
## [2307] "GART" "CDK5RAP2"
## [2309] "BPGM" "VPS13D"
## [2311] "CNFN" "IFT43"
## [2313] "EEF1A1" "ARSG"
## [2315] "FAM126B" "LRRC14"
## [2317] "FAM117A" "CD226"
## [2319] "CCL28" "DDX17"
## [2321] "PXK" "PPFIA1"
## [2323] "C21orf91" "VAMP4"
## [2325] "ELMO1" "MAN1A2"
## [2327] "ZRSR2" "MEPCE"
## [2329] "ZSWIM8" "ABCB1"
## [2331] "C3orf17" "PUS7L"
## [2333] "UBALD2" "FBXW4"
## [2335] "PTCH2" "DHX34"
## [2337] "IRAK4" "ALG5"
## [2339] "CRLS1" "GIT2"
## [2341] "RNPEPL1" "IL6"
## [2343] "NAA16" "RP11-285F7.2"
## [2345] "CNEP1R1" "ACYP1"
## [2347] "PPP2R5E" "USP20"
## [2349] "PPP2R3C" "ING2"
## [2351] "ZNF333" "PIBF1"
## [2353] "LY6G6F" "FTSJ3"
## [2355] "ACSL5" "LEMD2"
## [2357] "HOOK2" "NOM1"
## [2359] "TGS1" "TINF2"
## [2361] "TM7SF3" "AASDH"
## [2363] "NOL9" "EIF1AY"
## [2365] "SKP2" "RMND5A"
## [2367] "VPS25" "INPP4A"
## [2369] "AVL9" "HMCES"
## [2371] "OSBPL8" "ALKBH4"
## [2373] "CREBBP" "RNF26"
## [2375] "SAMD9L" "BCS1L"
## [2377] "COMMD2" "PCMTD1"
## [2379] "PRPF8" "AFF4"
## [2381] "TAF6L" "HIBCH"
## [2383] "SECISBP2" "ZNF195"
## [2385] "KLHL20" "EPHX2"
## [2387] "RBPJ" "ATG2A"
## [2389] "ACAA2" "ZNF431"
## [2391] "CNTRL" "TGFBRAP1"
## [2393] "C22orf29" "NFIC"
## [2395] "CTR9" "TPP1"
## [2397] "MSI2" "SARS"
## [2399] "RAD51B" "HPS4"
## [2401] "CTNNBL1" "NFX1"
## [2403] "TRMT6" "PXMP4"
## [2405] "ZNF181" "RINL"
## [2407] "AK9" "COMMD5"
## [2409] "RBCK1" "RFC5"
## [2411] "STRIP1" "AKAP7"
## [2413] "UCHL5" "KIAA0930"
## [2415] "SIKE1" "C12orf42"
## [2417] "ASUN" "RP11-111M22.3"
## [2419] "PPIG" "SURF4"
## [2421] "MCUR1" "SLBP"
## [2423] "RP11-452F19.3" "SECISBP2L"
## [2425] "GALNT10" "RDX"
## [2427] "ZEB1" "ACAT2"
## [2429] "SPAG9" "PPIF"
## [2431] "DUOX1" "WDR34"
## [2433] "PLCL2" "CLINT1"
## [2435] "HECTD1" "DYNLL2"
## [2437] "NPAT" "TADA2A"
## [2439] "NCR1" "ANKAR"
## [2441] "RFFL" "PDCD4-AS1"
## [2443] "CUL3" "TRAF4"
## [2445] "ZNF644" "WDR82"
## [2447] "C11orf24" "NDUFAF7"
## [2449] "ZNF44" "RBM4B"
## [2451] "GSR" "MAGED2"
## [2453] "ALDH1A1" "VAMP1"
## [2455] "PREX1" "TNPO3"
## [2457] "WDR20" "NUB1"
## [2459] "VMP1" "TUBB2A"
## [2461] "TRAPPC2" "HIST2H2BE"
## [2463] "HTT" "MTA3"
## [2465] "GP1BA" "SOAT1"
## [2467] "DNMT1" "UNG"
## [2469] "RP11-297B17.3" "DENND1B"
## [2471] "TMEM175" "DCP2"
## [2473] "SPCS3" "PSMD14"
## [2475] "MAP3K7" "FAM214A"
## [2477] "CLASRP" "TET2"
## [2479] "CREM" "CC2D1A"
## [2481] "PGRMC2" "TMEM245"
## [2483] "FOXO3" "NUDCD3"
## [2485] "TNFRSF1A" "DAAM1"
## [2487] "CCDC93" "PCGF6"
## [2489] "A1BG" "APC"
## [2491] "FTX" "UNC93B1"
## [2493] "ZBTB25" "AHSA1"
## [2495] "MOSPD1" "SLC35A2"
## [2497] "AP1B1" "CTAGE5"
## [2499] "PIGT" "NOC4L"
## [2501] "NIFK-AS1" "SLC6A6"
## [2503] "LZTS2" "SDR39U1"
## [2505] "TMEM2" "MED23"
## [2507] "STT3A" "AGO4"
## [2509] "SLC27A3" "TMEM203"
## [2511] "TNFRSF13B" "RP5-821D11.7"
## [2513] "HSD17B12" "MAPKAPK2"
## [2515] "TSPAN2" "CTTN"
## [2517] "TCP11L2" "RYBP"
## [2519] "ATG16L1" "TMEM173"
## [2521] "WDR70" "POLR3D"
## [2523] "NCAPH2" "EBF1"
## [2525] "XIAP" "ATP6V1C1"
## [2527] "IFT20" "LASP1"
## [2529] "FBXW7" "VMAC"
## [2531] "FBXL4" "BCL9L"
## [2533] "RASD1" "CA5B"
## [2535] "SLC39A3" "TRMT2B"
## [2537] "RPS6KB1" "APOL2"
## [2539] "PPP1R15B" "SKIL"
## [2541] "SPIN2B" "AGO3"
## [2543] "C19orf25" "SLC25A4"
## [2545] "PDCD1" "SLC44A2"
## [2547] "ACAP2" "TIMM8B"
## [2549] "CCDC94" "CENPM"
## [2551] "GPR82" "RSRC1"
## [2553] "TOP2B" "GADD45A"
## [2555] "PAAF1" "BABAM1"
## [2557] "LINC00665" "ZNF335"
## [2559] "BRE" "ITCH"
## [2561] "ZNF814" "ARHGAP26"
## [2563] "FOXO1" "C2orf76"
## [2565] "ZNF33A" "ISG20L2"
## [2567] "RNF216" "IL21R"
## [2569] "NPRL3" "MORC3"
## [2571] "IRF2" "TRAF3"
## [2573] "HDDC3" "PRUNE"
## [2575] "BCL7C" "NARF"
## [2577] "KIF20B" "ELMOD3"
## [2579] "HIST1H1B" "SIRT1"
## [2581] "MAP4K5" "CKB"
## [2583] "HELZ2" "EBLN2"
## [2585] "PRKCA" "NRM"
## [2587] "APPBP2" "DHX8"
## [2589] "CITED4" "LILRB2"
## [2591] "ATF6" "RFTN1"
## [2593] "NAA20" "TRIM14"
## [2595] "MACROD2" "OSBPL7"
## [2597] "RNF214" "RNF25"
## [2599] "KIAA0196" "STAT3"
## [2601] "BLOC1S2" "CHD1"
## [2603] "WARS2" "THEMIS2"
## [2605] "USP16" "PRAM1"
## [2607] "NSUN3" "RBM26-AS1"
## [2609] "MAP4K2" "CACUL1"
## [2611] "ZNF511" "PCF11"
## [2613] "FBXL17" "CASC4"
## [2615] "ZNHIT6" "ANKZF1"
## [2617] "DCTN5" "ZADH2"
## [2619] "ATP6V1A" "EXOSC10"
## [2621] "LYRM7" "BBS2"
## [2623] "SLC30A4" "BOD1L1"
## [2625] "TUT1" "IKBKE"
## [2627] "ZZEF1" "PTAFR"
## [2629] "TMEM161A" "METTL4"
## [2631] "TCEA3" "RABGAP1L"
## [2633] "DUSP28" "MT1F"
## [2635] "C10orf128" "KDSR"
## [2637] "FH" "FAM111A"
## [2639] "LIPE" "GIMAP1"
## [2641] "MAP9" "VCPIP1"
## [2643] "FAM175A" "ST20"
## [2645] "THEM4" "HEATR1"
## [2647] "SYNGR2" "TIA1"
## [2649] "SDF2L1" "UCKL1"
## [2651] "BTN3A3" "CDK17"
## [2653] "EHD1" "TMEM159"
## [2655] "SSSCA1" "CDC42"
## [2657] "MYO1C" "CD47"
## [2659] "RSAD2" "ING1"
## [2661] "MCFD2" "TTN-AS1"
## [2663] "RBM27" "TGIF1"
## [2665] "MRPL49" "FLOT2"
## [2667] "STAG2" "HCFC2"
## [2669] "DDX19A" "RAD51D"
## [2671] "FBXL3" "SUMF2"
## [2673] "ORMDL2" "CRTC2"
## [2675] "DEF8" "MPP6"
## [2677] "LYPLA2" "CASP2"
## [2679] "RP4-594I10.3" "STAT6"
## [2681] "RAB5B" "FADD"
## [2683] "FAM228B" "POLR3E"
## [2685] "ABHD10" "MGME1"
## [2687] "C7orf60" "ATHL1"
## [2689] "SLC25A38" "AGK"
## [2691] "ZNF595" "PCNX"
## [2693] "RP11-140K17.3" "TCTEX1D2"
## [2695] "RBM12" "RP11-488C13.5"
## [2697] "AEBP1" "FGFR1OP2"
## [2699] "LCLAT1" "VPS52"
## [2701] "TNFRSF17" "MED7"
## [2703] "ZFYVE27" "CDHR3"
## [2705] "DESI2" "TSPAN17"
## [2707] "SEC61B" "LIN52"
## [2709] "FAM199X" "SCAF11"
## [2711] "FAM76A" "ZNF780A"
## [2713] "GPANK1" "SLC20A2"
## [2715] "HS1BP3" "HEATR5B"
## [2717] "HIF1AN" "CTSF"
## [2719] "XRCC1" "BCL2L1"
## [2721] "RNF170" "TOR1AIP1"
## [2723] "LINC00649" "USO1"
## [2725] "TRPS1" "CBLL1"
## [2727] "ZBTB11" "MAF"
## [2729] "GPALPP1" "DMTF1"
## [2731] "PFKP" "OSBPL10"
## [2733] "SMCR5" "DLST"
## [2735] "GTF2B" "AC002117.1"
## [2737] "RASGEF1B" "ZNF639"
## [2739] "POP7" "GCNT1"
## [2741] "SPSB2" "KCTD5"
## [2743] "CTC-425F1.4" "GPX7"
## [2745] "NAA35" "TAOK2"
## [2747] "TIMM22" "MDP1"
## [2749] "RRNAD1" "DENND3"
## [2751] "PDE4B" "WWOX"
## [2753] "SLC25A14" "BNIP3"
## [2755] "GIPC1" "NARFL"
## [2757] "SIRT6" "C12orf76"
## [2759] "FAXDC2" "KIAA1191"
## [2761] "RP11-879F14.2" "EXOSC8"
## [2763] "TTC8" "SNTB2"
## [2765] "TLR2" "EDC3"
## [2767] "RBM19" "PEX19"
## [2769] "MIS12" "OSCAR"
## [2771] "LENG1" "ASNSD1"
## [2773] "EAF1" "FAM78A"
## [2775] "AP4S1" "IFNG-AS1"
## [2777] "MAPRE2" "PDGFD"
## [2779] "TRIP4" "CCP110"
## [2781] "RP4-728D4.2" "HIST1H2BC"
## [2783] "CETN3" "FAM177A1"
## [2785] "TRIB1" "TSTA3"
## [2787] "COG3" "TIMM9"
## [2789] "CEP63" "ATP10D"
## [2791] "KCTD20" "KDM4C"
## [2793] "TRPT1" "FEM1B"
## [2795] "MED15" "LILRB4"
## [2797] "C19orf48" "ZNF480"
## [2799] "HMG20A" "RP11-430B1.2"
## [2801] "TRMT61A" "FAM122B"
## [2803] "MRM1" "SDHAF2"
## [2805] "C14orf142" "SENP7"
## [2807] "OBFC1" "GATAD1"
## [2809] "KAT6A" "RNF38"
## [2811] "C19orf12" "HERC5"
## [2813] "ETNK1" "MRPS31"
## [2815] "SLC31A2" "GPS1"
## [2817] "LINC00886" "PAQR8"
## [2819] "PNO1" "LHPP"
## [2821] "MICALCL" "VPS26A"
## [2823] "HMGCL" "CCDC126"
## [2825] "PLD3" "NIPAL3"
## [2827] "TRPM7" "PPP2R1B"
## [2829] "ICOS" "PQBP1"
## [2831] "SLC35E3" "PHLDA1"
## [2833] "UCK1" "ZNF799"
## [2835] "UBAC2" "FUNDC1"
## [2837] "WWC3" "DCUN1D1"
## [2839] "LINC00402" "TMEM219"
## [2841] "MMP23B" "ZCCHC10"
## [2843] "ZNF429" "UBL4A"
## [2845] "MKLN1" "STAG3"
## [2847] "TIMM44" "SAV1"
## [2849] "ZNF43" "TSC2"
## [2851] "CASP3" "TTC32"
## [2853] "C4orf33" "PPP2R2B"
## [2855] "NBR1" "PPP6R2"
## [2857] "TLK1" "KIAA1033"
## [2859] "ZNF622" "PRKCQ"
## [2861] "GLYCTK" "THEM6"
## [2863] "ZBTB43" "SMARCA2"
## [2865] "HNRNPUL2" "NLRC5"
## [2867] "UBR5" "SNHG10"
## [2869] "LINC00526" "LDLR"
## [2871] "TTC5" "FAM179B"
## [2873] "SPPL3" "RIOK1"
## [2875] "ZNF682" "CLPX"
## [2877] "RBM10" "FAM101B"
## [2879] "ERCC6L2" "RPUSD4"
## [2881] "SENCR" "SNX9"
## [2883] "ATP2B4" "EIF4EBP2"
## [2885] "YES1" "KCTD10"
## [2887] "UBE2W" "C2orf68"
## [2889] "CDYL" "SIDT2"
## [2891] "LYRM2" "KLF3"
## [2893] "HERC1" "IRF3"
## [2895] "APOA1BP" "UBXN2A"
## [2897] "NFKBIL1" "CSGALNACT1"
## [2899] "UVRAG" "CAMTA1"
## [2901] "SEL1L" "PFDN4"
## [2903] "TOPORS" "MOAP1"
## [2905] "ZNF444" "C8orf82"
## [2907] "TMEM102" "CPEB4"
## [2909] "CREB3L2" "MAST4"
## [2911] "RSAD1" "MAP3K2"
## [2913] "LRIG2" "ALDH6A1"
## [2915] "TTC31" "C8orf44"
## [2917] "GTF2IRD2B" "EIF4G3"
## [2919] "ZNF775" "TMEM42"
## [2921] "SLC25A37" "CCDC65"
## [2923] "FBXW11" "FAM198B"
## [2925] "ZNF638" "VKORC1"
## [2927] "TRMT13" "SSBP3"
## [2929] "PDE12" "NF1"
## [2931] "SNRK" "PRIMPOL"
## [2933] "POLR3H" "IDI1"
## [2935] "ATG7" "SLC25A20"
## [2937] "PIGC" "LIPT2"
## [2939] "ZNF611" "PCYT2"
## [2941] "KHNYN" "PARP16"
## [2943] "ACIN1" "NECAB3"
## [2945] "SNRNP27" "FADS1"
## [2947] "TNNT1" "ETFDH"
## [2949] "DTX3" "DHRS4"
## [2951] "CLEC4C" "CHMP1A"
## [2953] "RP11-620J15.3" "RBBP4"
## [2955] "ISOC2" "DNAJC17"
## [2957] "CBX5" "THRA"
## [2959] "JAGN1" "FAM212A"
## [2961] "SLC15A4" "LEPROT"
## [2963] "UBE3B" "CENPQ"
## [2965] "BACH1" "SAMD1"
## [2967] "ATP6V1H" "FAM219B"
## [2969] "SLC8B1" "GAS2L1"
## [2971] "COG8" "TAF3"
## [2973] "SH2B1" "NOP56"
## [2975] "C2CD4D" "KRT1"
## [2977] "TAF13" "CSE1L"
## [2979] "RIF1" "SDAD1"
## [2981] "RP11-332H14.2" "ABCB4"
## [2983] "EHMT2" "AMDHD2"
## [2985] "ANAPC2" "GLCCI1"
## [2987] "XPA" "EIF3J-AS1"
## [2989] "DENND1C" "NENF"
## [2991] "LMNB1" "PTGS1"
## [2993] "MRPL19" "AP001055.6"
## [2995] "EIF2B5" "BEND5"
## [2997] "RC3H1" "IMMP2L"
## [2999] "HELB" "GNAQ"
## [3001] "UBR7" "HPGD"
## [3003] "RP11-141B14.1" "C16orf58"
## [3005] "HDAC5" "QRICH1"
## [3007] "LUZP1" "GLO1"
## [3009] "SRRT" "APTX"
## [3011] "ANAPC10" "ORAI3"
## [3013] "RFX1" "GIMAP6"
## [3015] "ARL11" "STXBP3"
## [3017] "TMEM141" "ARNT"
## [3019] "PDRG1" "SLC4A2"
## [3021] "NUDT4" "PUM2"
## [3023] "MED19" "SERPINE2"
## [3025] "NEDD1" "ZNF292"
## [3027] "ASCC3" "USP12"
## [3029] "ZBTB10" "OXR1"
## [3031] "LILRB3" "ZNF326"
## [3033] "OASL" "CASP10"
## [3035] "GJC3" "NCOA5"
## [3037] "RANBP9" "TRIM44"
## [3039] "NMB" "COL4A3BP"
## [3041] "GPR160" "CLOCK"
## [3043] "GRK5" "MAD2L2"
## [3045] "TXNDC11" "ANKS3"
## [3047] "ALG12" "ZNF212"
## [3049] "WDR77" "CCDC18"
## [3051] "CCDC112" "CMTR2"
## [3053] "ZNF33B" "RILPL2"
## [3055] "ADRBK1" "EIF5A2"
## [3057] "FBXO32" "TUBE1"
## [3059] "ORC4" "FAM32A"
## [3061] "CPNE5" "PPWD1"
## [3063] "NIP7" "REST"
## [3065] "THAP1" "POLM"
## [3067] "RP11-110G21.1" "ASB16-AS1"
## [3069] "YEATS2" "UHRF1BP1L"
## [3071] "GTPBP2" "ANTXR2"
## [3073] "PGPEP1" "PDE3B"
## [3075] "CTDSPL2" "TNFAIP8L1"
## [3077] "LINC00987" "ATXN7L1"
## [3079] "PCMTD2" "EVA1B"
## [3081] "HIVEP3" "MGST2"
## [3083] "WDR91" "HIST2H2AC"
## [3085] "H6PD" "ZNF232"
## [3087] "MMADHC" "GLTP"
## [3089] "RANBP2" "RCHY1"
## [3091] "ZNF121" "TFIP11"
## [3093] "SNUPN" "SDHA"
## [3095] "ZMAT1" "POLR1C"
## [3097] "HRAS" "TCEAL8"
## [3099] "KMO" "VAPB"
## [3101] "SAMD4B" "SRA1"
## [3103] "CENPT" "GNL3L"
## [3105] "LINC01013" "WDR60"
## [3107] "KIAA1715" "PHRF1"
## [3109] "GBE1" "EPS15L1"
## [3111] "FRG1" "SH2B2"
## [3113] "CCNT1" "MAD2L1BP"
## [3115] "CRNKL1" "IGFBP4"
## [3117] "NOL8" "CTNNBIP1"
## [3119] "PAN3" "MOSPD3"
## [3121] "POM121" "ZNF544"
## [3123] "ZFYVE28" "MXD4"
## [3125] "STK11" "SIGLEC7"
## [3127] "GEMIN7" "SPTAN1"
## [3129] "TP53RK" "MRPL46"
## [3131] "POLR2B" "TRAPPC10"
## [3133] "GRWD1" "LAMP3"
## [3135] "ABCA5" "SAFB2"
## [3137] "DNAJC14" "CDC14A"
## [3139] "NSUN5" "SNX29"
## [3141] "GOSR1" "TDP1"
## [3143] "LTN1" "GYLTL1B"
## [3145] "PSME4" "PPP1R10"
## [3147] "FAM217B" "COMMD4"
## [3149] "ASCC1" "PSD4"
## [3151] "ATG16L2" "C12orf66"
## [3153] "RALGAPA1" "NPC1"
## [3155] "SZT2" "SP3"
## [3157] "PIAS1" "YIPF4"
## [3159] "POLG2" "SIN3A"
## [3161] "NUDT9" "TBC1D19"
## [3163] "FAM120A" "GOLGA3"
## [3165] "LATS1" "SIPA1L3"
## [3167] "MCMBP" "MGAT5"
## [3169] "NT5C3B" "NGLY1"
## [3171] "SWSAP1" "DCAF10"
## [3173] "TUBB4B" "KIF21A"
## [3175] "ZNF131" "UBR4"
## [3177] "CHD8" "FIP1L1"
## [3179] "ZDHHC6" "ADARB1"
## [3181] "EXOSC6" "CEP104"
## [3183] "AP001258.4" "GNL1"
## [3185] "ORAOV1" "RP11-182L21.6"
## [3187] "ST6GALNAC4" "TRMT61B"
## [3189] "TMEM138" "ITPKB"
## [3191] "MLEC" "NDRG3"
## [3193] "GLTSCR1L" "MBTPS1"
## [3195] "HLA-G" "KLHDC2"
## [3197] "ZNF574" "NSUN6"
## [3199] "F5" "TUG1"
## [3201] "TMEM199" "NAGK"
## [3203] "MLXIP" "TSC22D2"
## [3205] "IL1RN" "KIR2DL1"
## [3207] "UBR1" "SHMT2"
## [3209] "CDK2AP2" "LINC00623"
## [3211] "PANK2" "SCAF8"
## [3213] "WDR43" "CYP27A1"
## [3215] "SPHK2" "TNFSF14"
## [3217] "COPA" "TRPM4"
## [3219] "SPINT2" "UBA6"
## [3221] "FAM89B" "APBB1"
## [3223] "NFYC" "MED12"
## [3225] "PHF21A" "PELI1"
## [3227] "FBXL12" "AC005082.12"
## [3229] "MTRR" "GBP3"
## [3231] "SH3GL1" "RNF20"
## [3233] "ACVR1" "SDHAF1"
## [3235] "TRIP11" "TELO2"
## [3237] "FSTL1" "KCNE3"
## [3239] "SPTSSA" "PPID"
## [3241] "SLC39A8" "ANAPC4"
## [3243] "MAVS" "CARF"
## [3245] "ANKRD40" "TRIM28"
## [3247] "BCL10" "LCOR"
## [3249] "UGDH" "VPS26B"
## [3251] "ZNF557" "C8orf33"
## [3253] "PDZK1IP1" "VWA9"
## [3255] "WDYHV1" "CEP164"
## [3257] "TP53" "PTPRJ"
## [3259] "RBM41" "SLK"
## [3261] "NSF" "ZFY"
## [3263] "LRRC8A" "TBC1D5"
## [3265] "CPOX" "TOPORS-AS1"
## [3267] "RCCD1" "ARHGAP15"
## [3269] "SLC36A4" "LYRM9"
## [3271] "GDF11" "CCNK"
## [3273] "C1orf109" "MT-ATP8"
## [3275] "SCAF4" "ENO2"
## [3277] "AFF1" "PRMT7"
## [3279] "RPAP2" "DDX19B"
## [3281] "RCOR3" "GAS7"
## [3283] "CTC-523E23.11" "KAT7"
## [3285] "PEX1" "ZNF737"
## [3287] "RP13-1032I1.7" "GEMIN2"
## [3289] "BTN2A2" "MPV17"
## [3291] "PLRG1" "ENOSF1"
## [3293] "ZNF318" "RNF4"
## [3295] "LIG1" "HEXIM1"
## [3297] "PREB" "AUH"
## [3299] "RPL36" "TPRA1"
## [3301] "CECR1" "ZNF160"
## [3303] "RNMT" "NNT"
## [3305] "WDTC1" "METRN"
## [3307] "MTCH2" "TMC8"
## [3309] "MORF4L2" "B3GALT4"
## [3311] "DHRS4L2" "ZNF414"
## [3313] "C11orf68" "FTSJ1"
## [3315] "ADSL" "HAUS5"
## [3317] "FDX1L" "SPG20"
## [3319] "FCAR" "DHX15"
## [3321] "EAPP" "MOSPD2"
## [3323] "TXLNG" "PRDM1"
## [3325] "AKIP1" "KDM2A"
## [3327] "PHLDA2" "PDSS2"
## [3329] "PAF1" "ASB8"
## [3331] "NOC3L" "SBK1"
## [3333] "CREB5" "ZNF227"
## [3335] "RAB4B" "TMEM214"
## [3337] "DPH7" "PPP1R12C"
## [3339] "SGSH" "UBE4A"
## [3341] "AGL" "PPP1R35"
## [3343] "PPT2-EGFL8" "ATP6V0A2"
## [3345] "SMARCC1" "ZNF566"
## [3347] "PLCG1" "CD59"
## [3349] "HS2ST1" "RLF"
## [3351] "HNRNPU-AS1" "TYW5"
## [3353] "RASSF4" "TMEM177"
## [3355] "GPATCH1" "EEA1"
## [3357] "SMPD1" "GPN1"
## [3359] "CDK5RAP1" "GGPS1"
## [3361] "DNAJC9" "CRKL"
## [3363] "KCNA3" "MTIF3"
## [3365] "TNK2" "APOL6"
## [3367] "ZNF430" "TSGA10"
## [3369] "STAU1" "VPS45"
## [3371] "C22orf39" "CRK"
## [3373] "ICA1L" "MFN1"
## [3375] "FLYWCH1" "FAM120AOS"
## [3377] "ZNF7" "RRP12"
## [3379] "SUGP1" "WDR45B"
## [3381] "METAP1" "SLC7A6"
## [3383] "ZNF467" "SLC25A17"
## [3385] "RP11-1000B6.3" "PDCL"
## [3387] "ZNF266" "ZDHHC21"
## [3389] "CAMK1" "VPS41"
## [3391] "ZCCHC18" "EARS2"
## [3393] "PIAS2" "ZMYND8"
## [3395] "LILRB1" "ELK4"
## [3397] "TMEM106A" "APBA3"
## [3399] "SPG11" "C1GALT1C1"
## [3401] "INPP4B" "ALPK1"
## [3403] "RASSF7" "DDHD1"
## [3405] "ANKH" "NICN1"
## [3407] "SNAI3" "MSMO1"
## [3409] "FAM53B" "METAP1D"
## [3411] "CD2BP2" "CDKN1A"
## [3413] "TTLL3" "POLG"
## [3415] "EIF2B4" "FAM126A"
## [3417] "GOLGA8B" "TAPT1"
## [3419] "ZFAND2A" "FOXJ2"
## [3421] "ZNF786" "IQGAP2"
## [3423] "MFGE8" "TRIM69"
## [3425] "AP1G2" "IMMP1L"
## [3427] "PKD1" "FXYD1"
## [3429] "DHX30" "NIPBL"
## [3431] "EEFSEC" "RAB11FIP4"
## [3433] "POLR2J3" "FRA10AC1"
## [3435] "SETD3" "LINC00176"
## [3437] "MRPS27" "RAB2B"
## [3439] "MRPL9" "RNF185"
## [3441] "TRIM23" "THOC7"
## [3443] "FAM134B" "FBXL20"
## [3445] "RRAGB" "ANKRD13A"
## [3447] "VPS72" "BRIX1"
## [3449] "DHRSX" "DYRK2"
## [3451] "UBR3" "PLCG2"
## [3453] "ZNF226" "MAN1B1"
## [3455] "ZNF681" "OGT"
## [3457] "PRIM1" "ZNF667-AS1"
## [3459] "ACSM3" "JOSD1"
## [3461] "C6orf47" "FNBP4"
## [3463] "CCDC84" "ISCA1"
## [3465] "MTHFR" "ABCD3"
## [3467] "EIF2AK4" "SUPT3H"
## [3469] "KPNA5" "FBXO22"
## [3471] "CHRAC1" "ZUFSP"
## [3473] "RBAK-RBAKDN" "C15orf61"
## [3475] "PEX2" "SLC25A19"
## [3477] "ABCG1" "ZBTB37"
## [3479] "PCYOX1" "DAPK3"
## [3481] "LIMS2" "CCAR1"
## [3483] "PSMG4" "RECK"
## [3485] "TMEM209" "RAB27B"
## [3487] "PYGB" "POLE3"
## [3489] "RAB35" "TOLLIP-AS1"
## [3491] "YEATS4" "USP34"
## [3493] "TRIM21" "RNF40"
## [3495] "RNF19A" "TBC1D25"
## [3497] "CCDC64" "REXO4"
## [3499] "DHX58" "ZNF45"
## [3501] "GIGYF1" "TNKS2"
## [3503] "DGCR2" "FCF1"
## [3505] "SYCE1L" "UHMK1"
## [3507] "TUBGCP5" "TMEM181"
## [3509] "PPA2" "FAM63A"
## [3511] "UMPS" "CDK16"
## [3513] "TRMT2A" "FBXO11"
## [3515] "AC010642.1" "DCTPP1"
## [3517] "AARSD1" "CDCA4"
## [3519] "FGFR1OP" "ZNF514"
## [3521] "WHSC1" "TGOLN2"
## [3523] "WDR59" "RAB1B"
## [3525] "RNF126" "CCDC127"
## [3527] "CAPN7" "DPH5"
## [3529] "FAM8A1" "NDUFS1"
## [3531] "FAAH" "UTP23"
## [3533] "TTC33" "EIF2AK3"
## [3535] "ZNF718" "S100P"
## [3537] "IFT88" "GALNT2"
## [3539] "STRN4" "DTX3L"
## [3541] "USP36" "DENND6A"
## [3543] "WDSUB1" "LPP"
## [3545] "TRIM4" "RPP21"
## [3547] "ATPAF1" "SLC35B3"
## [3549] "THUMPD2" "UPF2"
## [3551] "PIK3R4" "RBM34"
## [3553] "RFXAP" "ARHGEF7"
## [3555] "CSNK1G3" "LTBP3"
## [3557] "EXOC1" "CRTC1"
## [3559] "ZNF141" "ZNF708"
## [3561] "RNASEH2B" "ARL2"
## [3563] "ST7L" "ABCA2"
## [3565] "SLC25A51" "RP11-493L12.4"
## [3567] "LRRC8C" "ZNF394"
## [3569] "CTB-133G6.1" "KIF21B"
## [3571] "PDDC1" "FAM184B"
## [3573] "TRIM41" "BICD2"
## [3575] "TNKS" "PLEKHG3"
## [3577] "GK5" "RNF187"
## [3579] "GID8" "E2F5"
## [3581] "EMD" "THADA"
## [3583] "WDR89" "ZNF468"
## [3585] "NIFK" "AK1"
## [3587] "ARL1" "XPOT"
## [3589] "IL2RA" "VRK2"
## [3591] "METTL17" "ZMIZ2"
## [3593] "YARS" "RP13-977J11.2"
## [3595] "AC113189.5" "SMN2"
## [3597] "SP4" "PIK3C2B"
## [3599] "FAM21C" "CXorf56"
## [3601] "HDAC4" "GPATCH11"
## [3603] "GAMT" "TRIM65"
## [3605] "IDUA" "SLC35E2B"
## [3607] "CDIP1" "LINC01138"
## [3609] "CIDEB" "KRR1"
## [3611] "RNF34" "ORC3"
## [3613] "TMEM216" "MYO19"
## [3615] "ACADM" "HMGN4"
## [3617] "FBXO34" "SEMA4B"
## [3619] "NFATC2IP" "TBC1D10B"
## [3621] "FBXW2" "ICT1"
## [3623] "GTPBP3" "SMG9"
## [3625] "ANKRD20A4" "SF3B3"
## [3627] "MKNK2" "SEC23B"
## [3629] "LYRM1" "SOCS2"
## [3631] "EP400NL" "NCLN"
## [3633] "MMAB" "HIST1H2BN"
## [3635] "MED1" "SMIM5"
## [3637] "TGDS" "FAM175B"
## [3639] "ACOT4" "RIPK1"
## [3641] "ZNF211" "CANX"
## [3643] "ALKBH2" "IGSF8"
## [3645] "TNFSF12" "GIGYF2"
## [3647] "NSMCE2" "LPCAT4"
## [3649] "WWP1" "MARCH5"
## [3651] "ATP11B" "SMARCE1"
## [3653] "TBP" "PDS5B"
## [3655] "PECR" "TMEM127"
## [3657] "PAM" "LCN2"
## [3659] "DHX16" "GFI1"
## [3661] "KANSL1-AS1" "EYA3"
## [3663] "PLA2G6" "THAP7-AS1"
## [3665] "AP5Z1" "ARID2"
## [3667] "EIF2B2" "ACYP2"
## [3669] "PLCE1" "PCM1"
## [3671] "PYGO2" "ABL2"
## [3673] "NUDT5" "MIF4GD"
## [3675] "DPY19L4" "SIAH1"
## [3677] "ZNF675" "GAPVD1"
## [3679] "EIF4E3" "TLR4"
## [3681] "CYB5R1" "PGBD2"
## [3683] "KDM7A" "NELFA"
## [3685] "KIAA0922" "FLVCR1"
## [3687] "KIR3DL1" "ST8SIA4"
## [3689] "POLR2I" "ARSA"
## [3691] "PGAP2" "GFOD1"
## [3693] "COG4" "SIRT2"
## [3695] "DDHD2" "ITPR3"
## [3697] "RRP15" "NF2"
## [3699] "POGLUT1" "HIVEP2"
## [3701] "WBP1L" "ATP5S"
## [3703] "CXCL3" "MEMO1"
## [3705] "CELA1" "PDZD8"
## [3707] "LCN8" "SEC24C"
## [3709] "CALU" "ST3GAL3"
## [3711] "TP53BP1" "SUZ12"
## [3713] "TP53BP2" "PWWP2A"
## [3715] "HCG18" "STX6"
## [3717] "SMIM8" "SRFBP1"
## [3719] "GRPEL1" "FAM50B"
## [3721] "FIGNL1" "EBNA1BP2"
## [3723] "RP11-242D8.1" "DTNB"
## [3725] "SLC12A6" "LINC00847"
## [3727] "TCL1B" "ZMAT2"
## [3729] "NUP35" "EID2B"
## [3731] "KLHL9" "TBRG1"
## [3733] "ZNF138" "MTMR1"
## [3735] "GATAD2A" "FAM19A2"
## [3737] "TRUB2" "CD1D"
## [3739] "HINT3" "CLN8"
## [3741] "RPAIN" "FUBP3"
## [3743] "TMEM57" "TUSC2"
## [3745] "SUN1" "CTA-292E10.6"
## [3747] "PRPF3" "MECR"
## [3749] "ZNF395" "MRPS10"
## [3751] "LONRF1" "ZNF253"
## [3753] "BPNT1" "ELAC1"
## [3755] "CEBPZ" "TBL1XR1"
## [3757] "ZGLP1" "JRKL"
## [3759] "SGSM3" "TRAK2"
## [3761] "SFR1" "CCR10"
## [3763] "KAT8" "INTS2"
## [3765] "CRELD1" "PYGL"
## [3767] "TRIM11" "LYPLAL1"
## [3769] "VPS13B" "MGAT4A"
## [3771] "SLC39A4" "KDM5D"
## [3773] "CROT" "SENP5"
## [3775] "TMEM33" "LIAS"
## [3777] "HIRA" "ZNF48"
## [3779] "DBT" "GMDS-AS1"
## [3781] "SGK494" "CTC1"
## [3783] "CES4A" "NAE1"
## [3785] "SIGLEC10" "HSD17B7"
## [3787] "GGNBP2" "MIR181A2HG"
## [3789] "ACAD8" "MARK3"
## [3791] "CENPV" "ACAP3"
## [3793] "RP1-28O10.1" "MICB"
## [3795] "SYMPK" "GOLGA8A"
## [3797] "TM7SF2" "ZMYND11"
## [3799] "DFFA" "ZBTB24"
## [3801] "HMGCS1" "RXRB"
## [3803] "LMF2" "PRPF4"
## [3805] "PSTPIP2" "CALCOCO1"
## [3807] "DNAAF2" "CYTH2"
## [3809] "TEX261" "MLLT10"
## [3811] "RP11-327P2.5" "HBS1L"
## [3813] "RP11-473I1.5" "ZNF525"
## [3815] "CDKN2AIPNL" "TTC7A"
## [3817] "MARCH9" "ZNF780B"
## [3819] "CEP95" "IPCEF1"
## [3821] "TAF2" "GOLGA1"
## [3823] "DIABLO" "HAGHL"
## [3825] "FAM13B" "SLC25A25"
## [3827] "ZNF707" "ARHGAP35"
## [3829] "COX10" "STARD10"
## [3831] "ASF1A" "IWS1"
## [3833] "RLN2" "MED17"
## [3835] "FAM122C" "PIGG"
## [3837] "ZC3H11A" "RASGRP1"
## [3839] "CNOT3" "WBP2"
## [3841] "SEC24B" "SAAL1"
## [3843] "C5orf15" "MID1IP1"
## [3845] "ARL4D" "TRIT1"
## [3847] "TRAF1" "ZMYM5"
## [3849] "RPP25L" "FAF1"
## [3851] "CDKL3" "RP11-539L10.2"
## [3853] "RAB3IP" "INO80E"
## [3855] "C16orf91" "NT5DC1"
## [3857] "THAP3" "FAM210A"
## [3859] "RAB11FIP2" "POFUT2"
## [3861] "CCDC71" "DLGAP1-AS1"
## [3863] "GKAP1" "COX18"
## [3865] "MLLT3" "RNF169"
## [3867] "MZT1" "UBE4B"
## [3869] "ABHD15" "BAP1"
## [3871] "PLD6" "TIMP2"
## [3873] "CCDC117" "RNF146"
## [3875] "HIPK1" "INF2"
## [3877] "RAPGEF6" "CSTF1"
## [3879] "DNAJC27" "CXCR6"
## [3881] "RP3-325F22.5" "TTC39B"
## [3883] "GALK1" "CDK9"
## [3885] "SPNS1" "CCDC130"
## [3887] "TMEM223" "MATN1-AS1"
## [3889] "ASXL2" "NEDD9"
## [3891] "FANCF" "CAAP1"
## [3893] "ZNF16" "SH3KBP1"
## [3895] "SSH1" "HYLS1"
## [3897] "CREB3L4" "GNB1L"
## [3899] "FAHD2A" "AP006621.5"
## [3901] "PRRT3" "ARSD"
## [3903] "MTMR2" "TRIM16L"
## [3905] "CLUAP1" "OBSCN"
## [3907] "CD163" "PAXBP1"
## [3909] "NOP2" "MAFF"
## [3911] "TMED4" "TRNT1"
## [3913] "MED22" "KLHL22"
## [3915] "ZNF487" "POLR1E"
## [3917] "AKT3" "PCSK5"
## [3919] "SCIMP" "MSRB2"
## [3921] "TANGO6" "RABL2A"
## [3923] "POP5" "RP11-412D9.4"
## [3925] "CUL4A" "APEX2"
## [3927] "ZNF605" "C1orf122"
## [3929] "PRR12" "UBE2E3"
## [3931] "HSPBAP1" "GCDH"
## [3933] "VPS4B" "HNRNPLL"
## [3935] "CLCN3" "ACBD6"
## [3937] "ATP2B1" "LUC7L2"
## [3939] "BMS1" "NUP155"
## [3941] "P2RY11" "C4orf27"
## [3943] "PTCD2" "CRTC3"
## [3945] "TEN1" "DEDD"
## [3947] "EPB42" "KAT2A"
## [3949] "CES2" "ADO"
## [3951] "RP11-936I5.1" "MAGT1"
## [3953] "SC5D" "KCTD18"
## [3955] "MKRN2" "WDFY4"
## [3957] "B3GAT2" "FAM208A"
## [3959] "PLAA" "ZNF687"
## [3961] "HSF2" "SLC10A3"
## [3963] "IPP" "EMC10"
## [3965] "ACSL1" "CHORDC1"
## [3967] "PRSS57" "MAPK3"
## [3969] "LARS" "NAPEPLD"
## [3971] "TAOK3" "RRP8"
## [3973] "YLPM1" "NMNAT3"
## [3975] "GFPT1" "RP1-39G22.7"
## [3977] "ZNF669" "SPATA2L"
## [3979] "LSR" "PLXND1"
## [3981] "TSPAN33" "ATAD3C"
## [3983] "CPSF7" "SLC38A6"
## [3985] "RAB24" "FLCN"
## [3987] "ZNF703" "AC022182.3"
## [3989] "S100PBP" "CCDC97"
## [3991] "MOB3C" "AP3M1"
## [3993] "TATDN3" "VIPR1"
## [3995] "ODF2" "GNL3"
## [3997] "PPP2R2D" "DYM"
## [3999] "MCM7" "PHF11"
## [4001] "TTC17" "CYP2R1"
## [4003] "PHKG2" "BTBD1"
## [4005] "C6orf136" "E2F3"
## [4007] "RP11-73E17.2" "PRKAB2"
## [4009] "RP11-545I5.3" "RUVBL1"
## [4011] "MBIP" "HAR1A"
## [4013] "NMD3" "PIGP"
## [4015] "TNFRSF9" "JAKMIP2"
## [4017] "C12orf49" "GPR68"
## [4019] "GUF1" "KIF3C"
## [4021] "FGD3" "TYK2"
## [4023] "LRRC59" "PARN"
## [4025] "INPPL1" "GTF3C5"
## [4027] "CENPK" "SOCS4"
## [4029] "PAIP2B" "NLRP1"
## [4031] "GMPS" "RP11-345P4.9"
## [4033] "LNPEP" "ARHGEF18"
## [4035] "L3HYPDH" "NUMA1"
## [4037] "ZNF426" "NPIPB5"
## [4039] "POMGNT1" "HSDL1"
## [4041] "AP5M1" "LMOD3"
## [4043] "ZBTB2" "DUS2"
## [4045] "RPGR" "KBTBD3"
## [4047] "NUDT1" "RC3H2"
## [4049] "SLC46A3" "MPRIP"
## [4051] "C14orf93" "IP6K2"
## [4053] "TMEM131" "THEMIS"
## [4055] "MPP5" "BDH2"
## [4057] "PRKAG2-AS1" "ACSF3"
## [4059] "CTDSP1" "ZFX"
## [4061] "BLMH" "TCEAL3"
## [4063] "EMC9" "SH3GLB2"
## [4065] "ZNF503" "MTMR10"
## [4067] "NUP153" "GMFB"
## [4069] "XRCC6BP1" "ZNF573"
## [4071] "ZNF175" "PPM1F"
## [4073] "SLMAP" "TRPV2"
## [4075] "RPS6KL1" "IL13RA1"
## [4077] "TMEM5" "DBP"
## [4079] "SMG7" "DNASE1"
## [4081] "METTL15" "DGCR8"
## [4083] "NMT1" "NUDT7"
## [4085] "KDM3B" "DVL2"
## [4087] "ZSCAN16-AS1" "IRGQ"
## [4089] "CDC34" "SLC39A7"
## [4091] "SETDB1" "USP37"
## [4093] "BBS4" "MZF1"
## [4095] "CTD-2020K17.4" "PDP1"
## [4097] "PSPC1" "ATP6V0A1"
## [4099] "CLYBL" "LMO7"
## [4101] "DHX37" "EFCAB2"
## [4103] "SPINK2" "DPP4"
## [4105] "PITHD1" "DYNLT3"
## [4107] "DCAF16" "OGG1"
## [4109] "KAT2B" "FBXL8"
## [4111] "DLAT" "RP3-402G11.26"
## [4113] "ERF" "C19orf33"
## [4115] "PM20D2" "USP6NL"
## [4117] "SCYL2" "PDZD11"
## [4119] "KIAA0100" "HDAC6"
## [4121] "PRDM4" "CECR5"
## [4123] "RNASEH2A" "PCBP4"
## [4125] "APH1B" "WDR83"
## [4127] "PRNP" "SQLE"
## [4129] "NAPG" "SRPK1"
## [4131] "OTUD5" "BDH1"
## [4133] "DGKE" "TAB2"
## [4135] "PLGRKT" "AMPD3"
## [4137] "ZNF267" "RP11-455F5.5"
## [4139] "PCTP" "ENTPD1-AS1"
## [4141] "PRPF39" "ATP6V1D"
## [4143] "NSFL1C" "MARS"
## [4145] "MMP17" "AAR2"
## [4147] "GADD45G" "TMEM260"
## [4149] "MYO15B" "GNPDA2"
## [4151] "FBXO28" "LMBRD1"
## [4153] "C1orf27" "AC003075.4"
## [4155] "KIAA0232" "ZNF436"
## [4157] "ALDH18A1" "PPP2R5A"
## [4159] "SDR42E2" "TMEM168"
## [4161] "C12orf43" "EXOC3L1"
## [4163] "ZNF585A" "UBA6-AS1"
## [4165] "DBF4" "MARC1"
## [4167] "CTD-2336O2.1" "MT1E"
## [4169] "ZNF143" "IFT27"
## [4171] "MED11" "RPRD1A"
## [4173] "TYSND1" "IPO7"
## [4175] "AC009403.2" "KLHDC7B"
## [4177] "MTG2" "LYRM5"
## [4179] "RNF2" "CREB3"
## [4181] "INO80C" "OSBPL5"
## [4183] "SLC4A1AP" "MARCH8"
## [4185] "HTATIP2" "LMBR1L"
## [4187] "HCCS" "SHARPIN"
## [4189] "RHOQ" "SARNP"
## [4191] "DKC1" "ZNF526"
## [4193] "AGPAT5" "PCSK1N"
## [4195] "C1orf174" "BLOC1S3"
## [4197] "ETAA1" "KIFC3"
## [4199] "UBE2H" "RFWD3"
## [4201] "NUFIP2" "MRPL38"
## [4203] "HEMGN" "GOLGA2"
## [4205] "IFT52" "CCNL2"
## [4207] "ZNF140" "IFT80"
## [4209] "COG5" "RFX5"
## [4211] "SEC31A" "SUGP2"
## [4213] "IST1" "LMNB2"
## [4215] "RP11-218M22.1" "C11orf57"
## [4217] "CDR2" "TAP1"
## [4219] "CBX4" "PIM3"
## [4221] "BTN2A1" "RARS2"
## [4223] "ASXL1" "POLR2D"
## [4225] "ZNF512" "LSM1"
## [4227] "LZIC" "USP21"
## [4229] "PIP4K2C" "ANKHD1"
## [4231] "LRRC61" "MBNL1-AS1"
## [4233] "C21orf2" "C11orf80"
## [4235] "SPECC1L" "STRN3"
## [4237] "SNRNP25" "ACOT2"
## [4239] "DIRC2" "KIAA1147"
## [4241] "EPS8L2" "TRMT1L"
## [4243] "ABCF2" "UBE2M"
## [4245] "MPP7" "TRAPPC2P1"
## [4247] "MCM3AP" "LDOC1"
## [4249] "DUS3L" "TRIM58"
## [4251] "RIOK3" "GTSF1"
## [4253] "HP" "COX17"
## [4255] "C16orf52" "ZC3H6"
## [4257] "RNF44" "TKTL1"
## [4259] "CYB561D1" "BCL2L12"
## [4261] "NOC2L" "SPATS2"
## [4263] "NAA40" "RERE"
## [4265] "PUS1" "POLRMT"
## [4267] "ARHGAP11A" "SUDS3"
## [4269] "CCDC34" "RAD17"
## [4271] "MBNL2" "ATF2"
## [4273] "MCOLN2" "SP100"
## [4275] "TMEM176A" "ZNF792"
## [4277] "QSOX2" "NPEPL1"
## [4279] "PRKCE" "MUL1"
## [4281] "KCNK6" "H2AFX"
## [4283] "SPSB3" "MDM2"
## [4285] "POLR2M" "FAM177B"
## [4287] "WDR27" "ERI1"
## [4289] "NECAP1" "TMF1"
## [4291] "PUS10" "YIPF6"
## [4293] "ALDH5A1" "L3MBTL3"
## [4295] "AC093673.5" "WDR73"
## [4297] "RWDD2B" "CHIC2"
## [4299] "AXIN1" "GATC"
## [4301] "KLK1" "ACSL6"
## [4303] "DIEXF" "RITA1"
## [4305] "NT5C2" "IQCG"
## [4307] "TPST1" "ZNF506"
## [4309] "IFNGR1" "ZNF783"
## [4311] "KIF5B" "ZNF692"
## [4313] "LAX1" "RNF24"
## [4315] "FOXRED1" "EPC2"
## [4317] "LSM14B" "NFYB"
## [4319] "MVB12A" "HBEGF"
## [4321] "AMZ2" "TBC1D31"
## [4323] "TESK2" "CRCP"
## [4325] "FAM91A1" "MED29"
## [4327] "ISYNA1" "FZR1"
## [4329] "MORN3" "ZNF592"
## [4331] "RPL32" "ANKRD13C"
## [4333] "ZNF770" "MAP3K6"
## [4335] "CEP350" "ZNF672"
## [4337] "PHF23" "ASH2L"
## [4339] "TIMM8A" "CA11"
## [4341] "PLEKHG1" "ARL16"
## [4343] "VEGFB" "IKZF2"
## [4345] "TOR1AIP2" "GTF2H2C"
## [4347] "RPP38" "SLC7A5"
## [4349] "USP19" "CARKD"
## [4351] "CDC5L" "RNF11"
## [4353] "DHCR7" "IQCB1"
## [4355] "ZRANB3" "ZNF134"
## [4357] "ZNF680" "ZNF136"
## [4359] "RGS9" "ATG14"
## [4361] "PIK3CD" "FAM73A"
## [4363] "RABGAP1" "MLC1"
## [4365] "ASB7" "PIK3CG"
## [4367] "YAE1D1" "ACSS2"
## [4369] "CTU2" "ENOX2"
## [4371] "BLM" "TMX3"
## [4373] "ERBB2" "RAB3GAP1"
## [4375] "MEX3C" "GAB3"
## [4377] "N4BP1" "TGFBR1"
## [4379] "MANBA" "PURB"
## [4381] "ASTE1" "MSH2"
## [4383] "REV1" "RBM14"
## [4385] "SIMC1" "EP400"
## [4387] "ATP13A2" "RASA2"
## [4389] "MAN2C1" "ZNF641"
## [4391] "AHCTF1" "FBXO18"
## [4393] "ANKRD16" "MTMR11"
## [4395] "GCLC" "SLC35B2"
## [4397] "HDHD3" "TXNRD2"
## [4399] "TM2D3" "HERC6"
## [4401] "CDKN1B" "CYB561"
## [4403] "SCRN2" "AEN"
## [4405] "WDR11" "IL18R1"
## [4407] "SLC25A40" "DICER1"
## [4409] "C11orf1" "SPATA33"
## [4411] "DIS3L2" "AKAP8L"
## [4413] "CTC-250I14.6" "SLAIN2"
## [4415] "MRFAP1L1" "PIK3C3"
## [4417] "SNAPC5" "PRKAA1"
## [4419] "SYT5" "ANP32E"
## [4421] "PDZD4" "RRBP1"
## [4423] "C6orf203" "LXN"
## [4425] "CRIPT" "DHX57"
## [4427] "UHRF2" "MUTYH"
## [4429] "TTF2" "RARS"
## [4431] "JADE2" "CEP250"
## [4433] "TNFRSF10A" "ALG8"
## [4435] "PTCH1" "TMEM99"
## [4437] "SLC25A46" "GALNT11"
## [4439] "PPTC7" "SYNGAP1"
## [4441] "ZC3H18" "NUP98"
## [4443] "ARAF" "HOXB4"
## [4445] "SFXN3" "AKAP8"
## [4447] "AK3" "UPP1"
## [4449] "MFHAS1" "NCOA6"
## [4451] "EPB41" "PTK2"
## [4453] "C5orf63" "CEACAM21"
## [4455] "RP5-882C2.2" "MYH11"
## [4457] "DYRK4" "MYB"
## [4459] "RP11-799D4.4" "CENPC"
## [4461] "DDX46" "TIGD1"
## [4463] "SLC35C2" "ZNF527"
## [4465] "RP11-66N11.8" "UBE2Z"
## [4467] "GK" "SUSD1"
## [4469] "BCAP29" "VEGFA"
## [4471] "PCED1A" "GMEB1"
## [4473] "DDX52" "TAF1C"
## [4475] "CR2" "JPX"
## [4477] "PHF20L1" "ZNF773"
## [4479] "ACO1" "SLC16A11"
## [4481] "TMEM186" "FNDC3B"
## [4483] "CORO1C" "CYLD"
## [4485] "RP11-542M13.3" "LARP4"
## [4487] "SNTA1" "PERP"
## [4489] "C1orf52" "ZNF85"
## [4491] "TTC16" "ANKRD46"
## [4493] "SOS1" "NEK1"
## [4495] "CEP135" "SPATA5"
## [4497] "LRRC58" "BBIP1"
## [4499] "PRKAR2A" "FMR1"
## [4501] "HCAR3" "DYRK1A"
## [4503] "PIK3AP1" "TFB1M"
## [4505] "RP11-294J22.6" "CSTF2T"
## [4507] "ZFR" "PIGQ"
## [4509] "SLFN13" "SERTAD2"
## [4511] "PPRC1" "CWC22"
## [4513] "COX15" "AAAS"
## [4515] "KLHL21" "DUSP5"
## [4517] "IKBKB" "ZC3H3"
## [4519] "GNA13" "LIN7B"
## [4521] "CLIP4" "ZNF107"
## [4523] "TPK1" "ZNF671"
## [4525] "CTD-2260A17.2" "DTD2"
## [4527] "CFL2" "RPAP3"
## [4529] "SYAP1" "SIGMAR1"
## [4531] "CXCL10" "AGAP2"
## [4533] "KIF13A" "ZNF844"
## [4535] "CEP19" "DDA1"
## [4537] "KYNU" "ATG10"
## [4539] "SHQ1" "ZNF106"
## [4541] "MYL6B" "USP9X"
## [4543] "SHKBP1" "ZNF354A"
## [4545] "PRR3" "POMC"
## [4547] "NGDN" "CTD-3074O7.5"
## [4549] "ARNTL" "ZC3H4"
## [4551] "ATP11C" "RAB11B-AS1"
## [4553] "ZNF287" "TNRC6A"
## [4555] "TSR2" "DALRD3"
## [4557] "FCHSD1" "RB1"
## [4559] "NCSTN" "ARHGAP12"
## [4561] "AC079922.3" "P2RY14"
## [4563] "VAMP7" "FAM73B"
## [4565] "HIST1H2AE" "KDM6A"
## [4567] "METTL13" "ANKIB1"
## [4569] "NOP14-AS1" "ZNF714"
## [4571] "HARS2" "HPS3"
## [4573] "TULP4" "OSER1-AS1"
## [4575] "MTPAP" "SYT11"
## [4577] "AGGF1" "TIMM21"
## [4579] "TTC37" "METTL23"
## [4581] "CTCF" "C18orf21"
## [4583] "SCML1" "EXOC7"
## [4585] "ARID3B" "TRAF3IP2"
## [4587] "DOCK9" "AP1M1"
## [4589] "GYS1" "SCO1"
## [4591] "KLC1" "PLXDC2"
## [4593] "YTHDF2" "NABP1"
## [4595] "NAF1" "MED24"
## [4597] "AKT2" "FAM117B"
## [4599] "CDK5" "ASGR2"
## [4601] "PARP6" "TMEM62"
## [4603] "AKAP10" "RP11-532F6.3"
## [4605] "TAF6" "SNX19"
## [4607] "DUS1L" "SMG5"
## [4609] "PAQR7" "DENND5B"
## [4611] "YRDC" "AC002310.12"
## [4613] "CRY2" "YTHDC2"
## [4615] "DUSP14" "ANK3"
## [4617] "SPTLC1" "ZFYVE1"
## [4619] "ZFYVE19" "DHTKD1"
## [4621] "TDRD3" "SNX4"
## [4623] "TNFRSF10B" "MTX2"
## [4625] "HAUS6" "PIGO"
## [4627] "HIPK3" "FAM168B"
## [4629] "HLTF" "AZI2"
## [4631] "AQR" "MPI"
## [4633] "ZNF260" "RP11-162G10.5"
## [4635] "MSH6" "GLT8D1"
## [4637] "ERCC2" "ATP8A1"
## [4639] "PSTK" "DMWD"
## [4641] "ZBTB48" "ANGPT2"
## [4643] "CCDC163P" "INTS3"
## [4645] "RREB1" "PHF6"
## [4647] "MUS81" "TMCO6"
## [4649] "STAT2" "CCPG1"
## [4651] "CPT1A" "TNRC18"
## [4653] "IRAK2" "PRKCZ"
## [4655] "BMP2K" "CATSPER2"
## [4657] "SMARCB1" "RP11-554J4.1"
## [4659] "ELP5" "ZC3HC1"
## [4661] "OLFM2" "ANKMY2"
## [4663] "ZFYVE16" "CTD-3138B18.5"
## [4665] "SLC10A7" "AGTPBP1"
## [4667] "PPP1R37" "DLGAP4"
## [4669] "POLH" "BFAR"
## [4671] "USP47" "CBL"
## [4673] "SYCE1" "SPNS3"
## [4675] "STOML2" "ATAD2"
## [4677] "FAM216A" "TAF15"
## [4679] "OTUD6B" "NRF1"
## [4681] "HIPK2" "FBXO9"
## [4683] "SCGB1C1" "FASTK"
## [4685] "CPSF2" "RFX3"
## [4687] "XXbac-BPGBPG55C20.2" "CCDC6"
## [4689] "ATXN7" "MAN2A1"
## [4691] "CLPTM1L" "VPS16"
## [4693] "LAS1L" "ATP13A1"
## [4695] "ZFP1" "SLC30A1"
## [4697] "C2orf69" "PKN1"
## [4699] "RNF121" "RFPL2"
## [4701] "INTS1" "MBD6"
## [4703] "ECD" "DHRS13"
## [4705] "SPAG16" "OSGEPL1"
## [4707] "SERGEF" "TFB2M"
## [4709] "CTDP1" "MED13L"
## [4711] "KIN" "RP5-1068E13.7"
## [4713] "ZC3H13" "TMEM67"
## [4715] "CDC27" "DHDDS"
## [4717] "RP4-539M6.22" "RP11-211G3.2"
## [4719] "MTF2" "WRAP73"
## [4721] "ZBED1" "RP11-500C11.3"
## [4723] "RSBN1L" "HMGA1P4"
## [4725] "CTBP1-AS2" "IL12RB1"
## [4727] "SESN3" "SIRPA"
## [4729] "CLECL1" "CNP"
## [4731] "ARIH1" "LPAR2"
## [4733] "SFT2D3" "TPRG1"
## [4735] "ZNF562" "ADCK3"
## [4737] "PSMD5" "FAH"
## [4739] "UBA7" "KIAA1328"
## [4741] "MAP7D3" "C17orf75"
## [4743] "ZNF324" "WDFY1"
## [4745] "NAP1L5" "RAP1GAP2"
## [4747] "RP13-580F15.2" "HIST1H4J"
## [4749] "PATZ1" "PYROXD1"
## [4751] "MEN1" "GNG3"
## [4753] "LARP1B" "GZF1"
## [4755] "GINM1" "RNF144B"
## [4757] "ACP5" "AC023590.1"
## [4759] "SNTB1" "PYCRL"
## [4761] "TTLL5" "PINK1"
## [4763] "TTN" "MAX"
## [4765] "STIM1" "JMJD6"
## [4767] "ERCC4" "IL1RAP"
## [4769] "ZBTB3" "DCAF17"
## [4771] "GCC1" "LSS"
## [4773] "USP24" "RNF111"
## [4775] "RBM18" "MPZL3"
## [4777] "ASL" "SMAP1"
## [4779] "CKAP4" "KDM5A"
## [4781] "ZNF383" "ANKMY1"
## [4783] "PRKRIP1" "SENP6"
## [4785] "NPLOC4" "EIF1AD"
## [4787] "TCF3" "TOR1A"
## [4789] "CCDC43" "ZNF793"
## [4791] "RAB33A" "SLC44A1"
## [4793] "EEPD1" "ZNF586"
## [4795] "ING4" "SLC25A33"
## [4797] "RAB33B" "SNAPC1"
## [4799] "POU2F1" "DDX58"
## [4801] "FYTTD1" "CCDC58"
## [4803] "FASTKD2" "DBR1"
## [4805] "GMPR2" "SLC15A3"
## [4807] "PPP1R16A" "SUPT7L"
## [4809] "SDE2" "UGGT1"
## [4811] "EDRF1" "PRPS1"
## [4813] "ADA" "TTC13"
## [4815] "PIGM" "KLF11"
## [4817] "NVL" "UBXN11"
## [4819] "TMEM208" "METTL14"
## [4821] "WIPF2" "CKMT2-AS1"
## [4823] "EMC1" "AC109826.1"
## [4825] "SPATS2L" "KLC2"
## [4827] "C17orf62" "EVI2A"
## [4829] "ARHGAP6" "ZNF273"
## [4831] "KIF22" "RP11-108M9.6"
## [4833] "RNF157" "ATG3"
## [4835] "SFI1" "ZDHHC24"
## [4837] "SLC37A3" "ZNF701"
## [4839] "OR2A1-AS1" "C2orf74"
## [4841] "KIAA0430" "ZNF563"
## [4843] "CYP3A5" "ARL6IP6"
## [4845] "ATF3" "ZCCHC3"
## [4847] "PROK2" "ENTPD6"
## [4849] "RGMB" "XAB2"
## [4851] "ZFP82" "TMEM161B"
## [4853] "ANKRD39" "C7orf43"
## [4855] "LONP1" "NEIL2"
## [4857] "ADNP" "PRR14"
## [4859] "CPNE3" "C7orf49"
## [4861] "TMEM204" "ABAT"
## [4863] "TRIM26" "STRN"
## [4865] "STK39" "CENPH"
## [4867] "TTC21A" "GPD1L"
## [4869] "POT1" "WDR76"
## [4871] "MCM5" "NUP37"
## [4873] "TXNL4B" "RGPD5"
## [4875] "CCBL1" "SNX14"
## [4877] "ERBB2IP" "CRYZ"
## [4879] "LRCH3" "ACTR3B"
## [4881] "PARP12" "LINC00996"
## [4883] "MYBBP1A" "CENPL"
## [4885] "FCRLB" "TMEM185A"
## [4887] "AGO2" "AMD1"
## [4889] "NEK4" "CLMN"
## [4891] "CAMK2N1" "RP11-440L14.1"
## [4893] "SMPD2" "URB2"
## [4895] "COG6" "AUTS2"
## [4897] "NUP62" "F11R"
## [4899] "PCIF1" "EIF3J"
## [4901] "MCCC1" "WRB"
## [4903] "PLEKHM1" "RNF167"
## [4905] "SLC2A1" "PPP2R4"
## [4907] "ZNF174" "IDO1"
## [4909] "CCDC159" "MAP1S"
## [4911] "COX20" "CCDC102A"
## [4913] "GAN" "TEX10"
## [4915] "PSMD12" "RNF144A"
## [4917] "SSFA2" "TMEM9"
## [4919] "ABCA7" "C12orf29"
## [4921] "RALGAPA2" "SH3BP1"
## [4923] "ADCK4" "RNF141"
## [4925] "PRIM2" "POU5F2"
## [4927] "IRF2BP1" "LCORL"
## [4929] "LY75" "CSF2RA"
## [4931] "GOLPH3L" "SP1"
## [4933] "KCTD13" "ENGASE"
## [4935] "BHLHE40" "R3HCC1L"
## [4937] "NPL" "GBF1"
## [4939] "MAML1" "PIEZO1"
## [4941] "ENPP4" "KLHL8"
## [4943] "ZC3H14" "ZFAND4"
## [4945] "COQ6" "KDM3A"
## [4947] "RP11-538P18.2" "DDX47"
## [4949] "RP11-545E17.3" "JMJD8"
## [4951] "ACADS" "NCKAP1L"
## [4953] "TMEM183A" "MIER2"
## [4955] "KMT2D" "MON2"
## [4957] "USP42" "ANKEF1"
## [4959] "RBBP5" "MED28"
## [4961] "HSPA4" "GPN2"
## [4963] "MTHFD2L" "TTC19"
## [4965] "C10orf76" "ENTPD5"
## [4967] "RP11-192H23.6" "TWF1"
## [4969] "TAPT1-AS1" "LINC01116"
## [4971] "RP11-413H22.2" "DNAJC30"
## [4973] "PDE4D" "ZNF606"
## [4975] "WDR75" "EOGT"
## [4977] "ADM" "ZNFX1"
## [4979] "SYNJ2" "DYNC1LI2"
## [4981] "SMIM13" "DIP2B"
## [4983] "C19orf68" "C3orf58"
## [4985] "GFM1" "TRNAU1AP"
## [4987] "ARRDC5" "THTPA"
## [4989] "ZCCHC4" "DYRK1B"
## [4991] "GGCX" "DCTN4"
## [4993] "GFOD2" "DTX2"
## [4995] "MRPL39" "B3GALT6"
## [4997] "CHST14" "GTPBP6"
## [4999] "ENHO" "GTPBP10"
##
## $inputs$merge
## $inputs$merge$type
## [1] "integration"
##
## $inputs$merge$id
## [1] "merged_inputs"
##
## $inputs$merge$method
## [1] "sce_merge"
##
##
##
## $artifacts
## $artifacts$layer
## [1] "corrected"
##
## $artifacts$assay
## [1] "reconstructed"
##
## $artifacts$analysis_key
## [1] "batch"
##
##
## $params
## $params$nHVG
## [1] 5000
##
## $params$correct.all
## [1] FALSE
##
## $params$restrict
## NULL
##
##
## $summary
## $summary$n_hvg
## [1] 5000
##
## $summary$batch_source
## [1] "supplied"
##
##
## $created_at
## [1] "2026-05-31 03:51:52 UTC"Alternatively, you can use Harmony or scVI (Deep Learning via basilisk), which operate on the latent space and return a corrected reduction rather than an expression layer:
The Harmony example is executed during book rendering, which means it also serves as a regression test in CI. The scVI call is also executed when the Python-backed basilisk environment is available, giving the book a minimal end-to-end test of the deep generative integration path.
# Integration using Harmony
rm_harmony_pbmc <- RunIntegration(combined_pbmc, method = "Harmony", batch = "batch")## Initializing centroids# Harmony creates a reduction named "HARMONY" and sets it as the active reduction
DefaultReduction(rm_harmony_pbmc)## [1] "HARMONY"# Integration using scVI (Requires Python basilisk environment)
rm_scvi_pbmc <- RunIntegration(combined_pbmc, method = "scVI", batch = "batch")## Installing pyenv ...
## Done! pyenv has been installed to '/home/runner/.local/share/r-reticulate/pyenv/bin/pyenv'.
## Using Python: /home/runner/.pyenv/versions/3.12.13/bin/python3.12
## Creating virtual environment '/home/runner/.cache/R/basilisk/1.24.0/sclet/0.99.5/sclet_scvi_env' ...## Done!
## Installing packages: pip, wheel, setuptools## Installing packages: 'scanpy==1.10.1', 'anndata==0.11.4', 'numpy==1.26.4', 'pandas==2.2.2', 'scvi-tools==1.4.3'## Virtual environment '/home/runner/.cache/R/basilisk/1.24.0/sclet/0.99.5/sclet_scvi_env' successfully created.
## Training: 0%| | 0/400 [00:00<?, ?it/s]Epoch 1/400: 0%| | 0/400 [00:00<?, ?it/s]Epoch 1/400: 0%| | 1/400 [00:02<14:14, 2.14s/it]Epoch 1/400: 0%| | 1/400 [00:02<14:14, 2.14s/it, v_num=1, train_loss=1.46e+3]Epoch 2/400: 0%| | 1/400 [00:02<14:14, 2.14s/it, v_num=1, train_loss=1.46e+3]Epoch 2/400: 0%| | 2/400 [00:04<13:41, 2.07s/it, v_num=1, train_loss=1.46e+3]Epoch 2/400: 0%| | 2/400 [00:04<13:41, 2.07s/it, v_num=1, train_loss=1.13e+3]Epoch 3/400: 0%| | 2/400 [00:04<13:41, 2.07s/it, v_num=1, train_loss=1.13e+3]Epoch 3/400: 1%| | 3/400 [00:06<13:38, 2.06s/it, v_num=1, train_loss=1.13e+3]Epoch 3/400: 1%| | 3/400 [00:06<13:38, 2.06s/it, v_num=1, train_loss=1.09e+3]Epoch 4/400: 1%| | 3/400 [00:06<13:38, 2.06s/it, v_num=1, train_loss=1.09e+3]Epoch 4/400: 1%| | 4/400 [00:08<13:46, 2.09s/it, v_num=1, train_loss=1.09e+3]Epoch 4/400: 1%| | 4/400 [00:08<13:46, 2.09s/it, v_num=1, train_loss=1.08e+3]Epoch 5/400: 1%| | 4/400 [00:08<13:46, 2.09s/it, v_num=1, train_loss=1.08e+3]Epoch 5/400: 1%|▏ | 5/400 [00:10<14:15, 2.17s/it, v_num=1, train_loss=1.08e+3]Epoch 5/400: 1%|▏ | 5/400 [00:10<14:15, 2.17s/it, v_num=1, train_loss=1.07e+3]Epoch 6/400: 1%|▏ | 5/400 [00:10<14:15, 2.17s/it, v_num=1, train_loss=1.07e+3]Epoch 6/400: 2%|▏ | 6/400 [00:12<14:22, 2.19s/it, v_num=1, train_loss=1.07e+3]Epoch 6/400: 2%|▏ | 6/400 [00:12<14:22, 2.19s/it, v_num=1, train_loss=1.06e+3]Epoch 7/400: 2%|▏ | 6/400 [00:12<14:22, 2.19s/it, v_num=1, train_loss=1.06e+3]Epoch 7/400: 2%|▏ | 7/400 [00:14<14:02, 2.14s/it, v_num=1, train_loss=1.06e+3]Epoch 7/400: 2%|▏ | 7/400 [00:14<14:02, 2.14s/it, v_num=1, train_loss=1.06e+3]Epoch 8/400: 2%|▏ | 7/400 [00:14<14:02, 2.14s/it, v_num=1, train_loss=1.06e+3]Epoch 8/400: 2%|▏ | 8/400 [00:16<13:41, 2.10s/it, v_num=1, train_loss=1.06e+3]Epoch 8/400: 2%|▏ | 8/400 [00:16<13:41, 2.10s/it, v_num=1, train_loss=1.05e+3]Epoch 9/400: 2%|▏ | 8/400 [00:16<13:41, 2.10s/it, v_num=1, train_loss=1.05e+3]Epoch 9/400: 2%|▏ | 9/400 [00:18<13:36, 2.09s/it, v_num=1, train_loss=1.05e+3]Epoch 9/400: 2%|▏ | 9/400 [00:18<13:36, 2.09s/it, v_num=1, train_loss=1.05e+3]Epoch 10/400: 2%|▏ | 9/400 [00:18<13:36, 2.09s/it, v_num=1, train_loss=1.05e+3]Epoch 10/400: 2%|▎ | 10/400 [00:21<13:45, 2.12s/it, v_num=1, train_loss=1.05e+3]Epoch 10/400: 2%|▎ | 10/400 [00:21<13:45, 2.12s/it, v_num=1, train_loss=1.05e+3]Epoch 11/400: 2%|▎ | 10/400 [00:21<13:45, 2.12s/it, v_num=1, train_loss=1.05e+3]Epoch 11/400: 3%|▎ | 11/400 [00:23<13:36, 2.10s/it, v_num=1, train_loss=1.05e+3]Epoch 11/400: 3%|▎ | 11/400 [00:23<13:36, 2.10s/it, v_num=1, train_loss=1.04e+3]Epoch 12/400: 3%|▎ | 11/400 [00:23<13:36, 2.10s/it, v_num=1, train_loss=1.04e+3]Epoch 12/400: 3%|▎ | 12/400 [00:25<13:08, 2.03s/it, v_num=1, train_loss=1.04e+3]Epoch 12/400: 3%|▎ | 12/400 [00:25<13:08, 2.03s/it, v_num=1, train_loss=1.04e+3]Epoch 13/400: 3%|▎ | 12/400 [00:25<13:08, 2.03s/it, v_num=1, train_loss=1.04e+3]Epoch 13/400: 3%|▎ | 13/400 [00:27<13:32, 2.10s/it, v_num=1, train_loss=1.04e+3]Epoch 13/400: 3%|▎ | 13/400 [00:27<13:32, 2.10s/it, v_num=1, train_loss=1.04e+3]Epoch 14/400: 3%|▎ | 13/400 [00:27<13:32, 2.10s/it, v_num=1, train_loss=1.04e+3]Epoch 14/400: 4%|▎ | 14/400 [00:29<13:48, 2.15s/it, v_num=1, train_loss=1.04e+3]Epoch 14/400: 4%|▎ | 14/400 [00:29<13:48, 2.15s/it, v_num=1, train_loss=1.03e+3]Epoch 15/400: 4%|▎ | 14/400 [00:29<13:48, 2.15s/it, v_num=1, train_loss=1.03e+3]Epoch 15/400: 4%|▍ | 15/400 [00:31<13:49, 2.15s/it, v_num=1, train_loss=1.03e+3]Epoch 15/400: 4%|▍ | 15/400 [00:31<13:49, 2.15s/it, v_num=1, train_loss=1.03e+3]Epoch 16/400: 4%|▍ | 15/400 [00:31<13:49, 2.15s/it, v_num=1, train_loss=1.03e+3]Epoch 16/400: 4%|▍ | 16/400 [00:33<13:24, 2.10s/it, v_num=1, train_loss=1.03e+3]Epoch 16/400: 4%|▍ | 16/400 [00:33<13:24, 2.10s/it, v_num=1, train_loss=1.03e+3]Epoch 17/400: 4%|▍ | 16/400 [00:33<13:24, 2.10s/it, v_num=1, train_loss=1.03e+3]Epoch 17/400: 4%|▍ | 17/400 [00:35<13:19, 2.09s/it, v_num=1, train_loss=1.03e+3]Epoch 17/400: 4%|▍ | 17/400 [00:35<13:19, 2.09s/it, v_num=1, train_loss=1.03e+3]Epoch 18/400: 4%|▍ | 17/400 [00:35<13:19, 2.09s/it, v_num=1, train_loss=1.03e+3]Epoch 18/400: 4%|▍ | 18/400 [00:37<13:26, 2.11s/it, v_num=1, train_loss=1.03e+3]Epoch 18/400: 4%|▍ | 18/400 [00:37<13:26, 2.11s/it, v_num=1, train_loss=1.03e+3]Epoch 19/400: 4%|▍ | 18/400 [00:37<13:26, 2.11s/it, v_num=1, train_loss=1.03e+3]Epoch 19/400: 5%|▍ | 19/400 [00:39<13:12, 2.08s/it, v_num=1, train_loss=1.03e+3]Epoch 19/400: 5%|▍ | 19/400 [00:39<13:12, 2.08s/it, v_num=1, train_loss=1.02e+3]Epoch 20/400: 5%|▍ | 19/400 [00:39<13:12, 2.08s/it, v_num=1, train_loss=1.02e+3]Epoch 20/400: 5%|▌ | 20/400 [00:42<13:02, 2.06s/it, v_num=1, train_loss=1.02e+3]Epoch 20/400: 5%|▌ | 20/400 [00:42<13:02, 2.06s/it, v_num=1, train_loss=1.02e+3]Epoch 21/400: 5%|▌ | 20/400 [00:42<13:02, 2.06s/it, v_num=1, train_loss=1.02e+3]Epoch 21/400: 5%|▌ | 21/400 [00:43<12:46, 2.02s/it, v_num=1, train_loss=1.02e+3]Epoch 21/400: 5%|▌ | 21/400 [00:43<12:46, 2.02s/it, v_num=1, train_loss=1.02e+3]Epoch 22/400: 5%|▌ | 21/400 [00:43<12:46, 2.02s/it, v_num=1, train_loss=1.02e+3]Epoch 22/400: 6%|▌ | 22/400 [00:45<12:40, 2.01s/it, v_num=1, train_loss=1.02e+3]Epoch 22/400: 6%|▌ | 22/400 [00:45<12:40, 2.01s/it, v_num=1, train_loss=1.02e+3]Epoch 23/400: 6%|▌ | 22/400 [00:45<12:40, 2.01s/it, v_num=1, train_loss=1.02e+3]Epoch 23/400: 6%|▌ | 23/400 [00:47<12:41, 2.02s/it, v_num=1, train_loss=1.02e+3]Epoch 23/400: 6%|▌ | 23/400 [00:47<12:41, 2.02s/it, v_num=1, train_loss=1.02e+3]Epoch 24/400: 6%|▌ | 23/400 [00:47<12:41, 2.02s/it, v_num=1, train_loss=1.02e+3]Epoch 24/400: 6%|▌ | 24/400 [00:49<12:36, 2.01s/it, v_num=1, train_loss=1.02e+3]Epoch 24/400: 6%|▌ | 24/400 [00:49<12:36, 2.01s/it, v_num=1, train_loss=1.01e+3]Epoch 25/400: 6%|▌ | 24/400 [00:49<12:36, 2.01s/it, v_num=1, train_loss=1.01e+3]Epoch 25/400: 6%|▋ | 25/400 [00:52<12:39, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 25/400: 6%|▋ | 25/400 [00:52<12:39, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 26/400: 6%|▋ | 25/400 [00:52<12:39, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 26/400: 6%|▋ | 26/400 [00:54<12:41, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 26/400: 6%|▋ | 26/400 [00:54<12:41, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 27/400: 6%|▋ | 26/400 [00:54<12:41, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 27/400: 7%|▋ | 27/400 [00:56<12:35, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 27/400: 7%|▋ | 27/400 [00:56<12:35, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 28/400: 7%|▋ | 27/400 [00:56<12:35, 2.03s/it, v_num=1, train_loss=1.01e+3]Epoch 28/400: 7%|▋ | 28/400 [00:58<12:43, 2.05s/it, v_num=1, train_loss=1.01e+3]Epoch 28/400: 7%|▋ | 28/400 [00:58<12:43, 2.05s/it, v_num=1, train_loss=1.01e+3]Epoch 29/400: 7%|▋ | 28/400 [00:58<12:43, 2.05s/it, v_num=1, train_loss=1.01e+3]Epoch 29/400: 7%|▋ | 29/400 [01:00<12:25, 2.01s/it, v_num=1, train_loss=1.01e+3]Epoch 29/400: 7%|▋ | 29/400 [01:00<12:25, 2.01s/it, v_num=1, train_loss=1.01e+3]Epoch 30/400: 7%|▋ | 29/400 [01:00<12:25, 2.01s/it, v_num=1, train_loss=1.01e+3]Epoch 30/400: 8%|▊ | 30/400 [01:01<12:06, 1.96s/it, v_num=1, train_loss=1.01e+3]Epoch 30/400: 8%|▊ | 30/400 [01:01<12:06, 1.96s/it, v_num=1, train_loss=1.01e+3]Epoch 31/400: 8%|▊ | 30/400 [01:01<12:06, 1.96s/it, v_num=1, train_loss=1.01e+3]Epoch 31/400: 8%|▊ | 31/400 [01:03<11:59, 1.95s/it, v_num=1, train_loss=1.01e+3]Epoch 31/400: 8%|▊ | 31/400 [01:03<11:59, 1.95s/it, v_num=1, train_loss=1e+3] Epoch 32/400: 8%|▊ | 31/400 [01:03<11:59, 1.95s/it, v_num=1, train_loss=1e+3]Epoch 32/400: 8%|▊ | 32/400 [01:06<12:18, 2.01s/it, v_num=1, train_loss=1e+3]Epoch 32/400: 8%|▊ | 32/400 [01:06<12:18, 2.01s/it, v_num=1, train_loss=1e+3]Epoch 33/400: 8%|▊ | 32/400 [01:06<12:18, 2.01s/it, v_num=1, train_loss=1e+3]Epoch 33/400: 8%|▊ | 33/400 [01:07<12:09, 1.99s/it, v_num=1, train_loss=1e+3]Epoch 33/400: 8%|▊ | 33/400 [01:07<12:09, 1.99s/it, v_num=1, train_loss=1e+3]Epoch 34/400: 8%|▊ | 33/400 [01:07<12:09, 1.99s/it, v_num=1, train_loss=1e+3]Epoch 34/400: 8%|▊ | 34/400 [01:10<12:46, 2.10s/it, v_num=1, train_loss=1e+3]Epoch 34/400: 8%|▊ | 34/400 [01:10<12:46, 2.10s/it, v_num=1, train_loss=1e+3]Epoch 35/400: 8%|▊ | 34/400 [01:10<12:46, 2.10s/it, v_num=1, train_loss=1e+3]Epoch 35/400: 9%|▉ | 35/400 [01:12<12:34, 2.07s/it, v_num=1, train_loss=1e+3]Epoch 35/400: 9%|▉ | 35/400 [01:12<12:34, 2.07s/it, v_num=1, train_loss=1e+3]Epoch 36/400: 9%|▉ | 35/400 [01:12<12:34, 2.07s/it, v_num=1, train_loss=1e+3]Epoch 36/400: 9%|▉ | 36/400 [01:14<12:51, 2.12s/it, v_num=1, train_loss=1e+3]Epoch 36/400: 9%|▉ | 36/400 [01:14<12:51, 2.12s/it, v_num=1, train_loss=999] Epoch 37/400: 9%|▉ | 36/400 [01:14<12:51, 2.12s/it, v_num=1, train_loss=999]Epoch 37/400: 9%|▉ | 37/400 [01:16<12:40, 2.09s/it, v_num=1, train_loss=999]Epoch 37/400: 9%|▉ | 37/400 [01:16<12:40, 2.09s/it, v_num=1, train_loss=998]Epoch 38/400: 9%|▉ | 37/400 [01:16<12:40, 2.09s/it, v_num=1, train_loss=998]Epoch 38/400: 10%|▉ | 38/400 [01:18<12:34, 2.09s/it, v_num=1, train_loss=998]Epoch 38/400: 10%|▉ | 38/400 [01:18<12:34, 2.09s/it, v_num=1, train_loss=998]Epoch 39/400: 10%|▉ | 38/400 [01:18<12:34, 2.09s/it, v_num=1, train_loss=998]Epoch 39/400: 10%|▉ | 39/400 [01:20<12:37, 2.10s/it, v_num=1, train_loss=998]Epoch 39/400: 10%|▉ | 39/400 [01:20<12:37, 2.10s/it, v_num=1, train_loss=996]Epoch 40/400: 10%|▉ | 39/400 [01:20<12:37, 2.10s/it, v_num=1, train_loss=996]Epoch 40/400: 10%|█ | 40/400 [01:22<12:21, 2.06s/it, v_num=1, train_loss=996]Epoch 40/400: 10%|█ | 40/400 [01:22<12:21, 2.06s/it, v_num=1, train_loss=995]Epoch 41/400: 10%|█ | 40/400 [01:22<12:21, 2.06s/it, v_num=1, train_loss=995]Epoch 41/400: 10%|█ | 41/400 [01:24<12:24, 2.07s/it, v_num=1, train_loss=995]Epoch 41/400: 10%|█ | 41/400 [01:24<12:24, 2.07s/it, v_num=1, train_loss=994]Epoch 42/400: 10%|█ | 41/400 [01:24<12:24, 2.07s/it, v_num=1, train_loss=994]Epoch 42/400: 10%|█ | 42/400 [01:26<12:15, 2.05s/it, v_num=1, train_loss=994]Epoch 42/400: 10%|█ | 42/400 [01:26<12:15, 2.05s/it, v_num=1, train_loss=993]Epoch 43/400: 10%|█ | 42/400 [01:26<12:15, 2.05s/it, v_num=1, train_loss=993]Epoch 43/400: 11%|█ | 43/400 [01:28<11:59, 2.02s/it, v_num=1, train_loss=993]Epoch 43/400: 11%|█ | 43/400 [01:28<11:59, 2.02s/it, v_num=1, train_loss=992]Epoch 44/400: 11%|█ | 43/400 [01:28<11:59, 2.02s/it, v_num=1, train_loss=992]Epoch 44/400: 11%|█ | 44/400 [01:30<11:55, 2.01s/it, v_num=1, train_loss=992]Epoch 44/400: 11%|█ | 44/400 [01:30<11:55, 2.01s/it, v_num=1, train_loss=991]Epoch 45/400: 11%|█ | 44/400 [01:30<11:55, 2.01s/it, v_num=1, train_loss=991]Epoch 45/400: 11%|█▏ | 45/400 [01:33<12:26, 2.10s/it, v_num=1, train_loss=991]Epoch 45/400: 11%|█▏ | 45/400 [01:33<12:26, 2.10s/it, v_num=1, train_loss=990]Epoch 46/400: 11%|█▏ | 45/400 [01:33<12:26, 2.10s/it, v_num=1, train_loss=990]Epoch 46/400: 12%|█▏ | 46/400 [01:35<12:33, 2.13s/it, v_num=1, train_loss=990]Epoch 46/400: 12%|█▏ | 46/400 [01:35<12:33, 2.13s/it, v_num=1, train_loss=989]Epoch 47/400: 12%|█▏ | 46/400 [01:35<12:33, 2.13s/it, v_num=1, train_loss=989]Epoch 47/400: 12%|█▏ | 47/400 [01:37<12:21, 2.10s/it, v_num=1, train_loss=989]Epoch 47/400: 12%|█▏ | 47/400 [01:37<12:21, 2.10s/it, v_num=1, train_loss=989]Epoch 48/400: 12%|█▏ | 47/400 [01:37<12:21, 2.10s/it, v_num=1, train_loss=989]Epoch 48/400: 12%|█▏ | 48/400 [01:39<12:30, 2.13s/it, v_num=1, train_loss=989]Epoch 48/400: 12%|█▏ | 48/400 [01:39<12:30, 2.13s/it, v_num=1, train_loss=988]Epoch 49/400: 12%|█▏ | 48/400 [01:39<12:30, 2.13s/it, v_num=1, train_loss=988]Epoch 49/400: 12%|█▏ | 49/400 [01:41<12:36, 2.15s/it, v_num=1, train_loss=988]Epoch 49/400: 12%|█▏ | 49/400 [01:41<12:36, 2.15s/it, v_num=1, train_loss=987]Epoch 50/400: 12%|█▏ | 49/400 [01:41<12:36, 2.15s/it, v_num=1, train_loss=987]Epoch 50/400: 12%|█▎ | 50/400 [01:43<12:45, 2.19s/it, v_num=1, train_loss=987]Epoch 50/400: 12%|█▎ | 50/400 [01:43<12:45, 2.19s/it, v_num=1, train_loss=987]Epoch 51/400: 12%|█▎ | 50/400 [01:44<12:45, 2.19s/it, v_num=1, train_loss=987]Epoch 51/400: 13%|█▎ | 51/400 [01:46<12:42, 2.19s/it, v_num=1, train_loss=987]Epoch 51/400: 13%|█▎ | 51/400 [01:46<12:42, 2.19s/it, v_num=1, train_loss=985]Epoch 52/400: 13%|█▎ | 51/400 [01:46<12:42, 2.19s/it, v_num=1, train_loss=985]Epoch 52/400: 13%|█▎ | 52/400 [01:48<12:15, 2.11s/it, v_num=1, train_loss=985]Epoch 52/400: 13%|█▎ | 52/400 [01:48<12:15, 2.11s/it, v_num=1, train_loss=985]Epoch 53/400: 13%|█▎ | 52/400 [01:48<12:15, 2.11s/it, v_num=1, train_loss=985]Epoch 53/400: 13%|█▎ | 53/400 [01:50<12:01, 2.08s/it, v_num=1, train_loss=985]Epoch 53/400: 13%|█▎ | 53/400 [01:50<12:01, 2.08s/it, v_num=1, train_loss=984]Epoch 54/400: 13%|█▎ | 53/400 [01:50<12:01, 2.08s/it, v_num=1, train_loss=984]Epoch 54/400: 14%|█▎ | 54/400 [01:52<11:41, 2.03s/it, v_num=1, train_loss=984]Epoch 54/400: 14%|█▎ | 54/400 [01:52<11:41, 2.03s/it, v_num=1, train_loss=983]Epoch 55/400: 14%|█▎ | 54/400 [01:52<11:41, 2.03s/it, v_num=1, train_loss=983]Epoch 55/400: 14%|█▍ | 55/400 [01:54<11:51, 2.06s/it, v_num=1, train_loss=983]Epoch 55/400: 14%|█▍ | 55/400 [01:54<11:51, 2.06s/it, v_num=1, train_loss=982]Epoch 56/400: 14%|█▍ | 55/400 [01:54<11:51, 2.06s/it, v_num=1, train_loss=982]Epoch 56/400: 14%|█▍ | 56/400 [01:56<12:20, 2.15s/it, v_num=1, train_loss=982]Epoch 56/400: 14%|█▍ | 56/400 [01:56<12:20, 2.15s/it, v_num=1, train_loss=982]Epoch 57/400: 14%|█▍ | 56/400 [01:56<12:20, 2.15s/it, v_num=1, train_loss=982]Epoch 57/400: 14%|█▍ | 57/400 [01:58<11:48, 2.07s/it, v_num=1, train_loss=982]Epoch 57/400: 14%|█▍ | 57/400 [01:58<11:48, 2.07s/it, v_num=1, train_loss=981]Epoch 58/400: 14%|█▍ | 57/400 [01:58<11:48, 2.07s/it, v_num=1, train_loss=981]Epoch 58/400: 14%|█▍ | 58/400 [02:00<12:16, 2.15s/it, v_num=1, train_loss=981]Epoch 58/400: 14%|█▍ | 58/400 [02:00<12:16, 2.15s/it, v_num=1, train_loss=981]Epoch 59/400: 14%|█▍ | 58/400 [02:00<12:16, 2.15s/it, v_num=1, train_loss=981]Epoch 59/400: 15%|█▍ | 59/400 [02:03<12:30, 2.20s/it, v_num=1, train_loss=981]Epoch 59/400: 15%|█▍ | 59/400 [02:03<12:30, 2.20s/it, v_num=1, train_loss=980]Epoch 60/400: 15%|█▍ | 59/400 [02:03<12:30, 2.20s/it, v_num=1, train_loss=980]Epoch 60/400: 15%|█▌ | 60/400 [02:05<12:33, 2.22s/it, v_num=1, train_loss=980]Epoch 60/400: 15%|█▌ | 60/400 [02:05<12:33, 2.22s/it, v_num=1, train_loss=980]Epoch 61/400: 15%|█▌ | 60/400 [02:05<12:33, 2.22s/it, v_num=1, train_loss=980]Epoch 61/400: 15%|█▌ | 61/400 [02:07<12:19, 2.18s/it, v_num=1, train_loss=980]Epoch 61/400: 15%|█▌ | 61/400 [02:07<12:19, 2.18s/it, v_num=1, train_loss=979]Epoch 62/400: 15%|█▌ | 61/400 [02:07<12:19, 2.18s/it, v_num=1, train_loss=979]Epoch 62/400: 16%|█▌ | 62/400 [02:09<12:10, 2.16s/it, v_num=1, train_loss=979]Epoch 62/400: 16%|█▌ | 62/400 [02:09<12:10, 2.16s/it, v_num=1, train_loss=978]Epoch 63/400: 16%|█▌ | 62/400 [02:09<12:10, 2.16s/it, v_num=1, train_loss=978]Epoch 63/400: 16%|█▌ | 63/400 [02:11<11:56, 2.13s/it, v_num=1, train_loss=978]Epoch 63/400: 16%|█▌ | 63/400 [02:11<11:56, 2.13s/it, v_num=1, train_loss=978]Epoch 64/400: 16%|█▌ | 63/400 [02:11<11:56, 2.13s/it, v_num=1, train_loss=978]Epoch 64/400: 16%|█▌ | 64/400 [02:13<11:48, 2.11s/it, v_num=1, train_loss=978]Epoch 64/400: 16%|█▌ | 64/400 [02:13<11:48, 2.11s/it, v_num=1, train_loss=977]Epoch 65/400: 16%|█▌ | 64/400 [02:13<11:48, 2.11s/it, v_num=1, train_loss=977]Epoch 65/400: 16%|█▋ | 65/400 [02:15<11:34, 2.07s/it, v_num=1, train_loss=977]Epoch 65/400: 16%|█▋ | 65/400 [02:15<11:34, 2.07s/it, v_num=1, train_loss=976]Epoch 66/400: 16%|█▋ | 65/400 [02:15<11:34, 2.07s/it, v_num=1, train_loss=976]Epoch 66/400: 16%|█▋ | 66/400 [02:17<11:53, 2.13s/it, v_num=1, train_loss=976]Epoch 66/400: 16%|█▋ | 66/400 [02:17<11:53, 2.13s/it, v_num=1, train_loss=976]Epoch 67/400: 16%|█▋ | 66/400 [02:17<11:53, 2.13s/it, v_num=1, train_loss=976]Epoch 67/400: 17%|█▋ | 67/400 [02:20<12:00, 2.16s/it, v_num=1, train_loss=976]Epoch 67/400: 17%|█▋ | 67/400 [02:20<12:00, 2.16s/it, v_num=1, train_loss=975]Epoch 68/400: 17%|█▋ | 67/400 [02:20<12:00, 2.16s/it, v_num=1, train_loss=975]Epoch 68/400: 17%|█▋ | 68/400 [02:22<11:59, 2.17s/it, v_num=1, train_loss=975]Epoch 68/400: 17%|█▋ | 68/400 [02:22<11:59, 2.17s/it, v_num=1, train_loss=975]Epoch 69/400: 17%|█▋ | 68/400 [02:22<11:59, 2.17s/it, v_num=1, train_loss=975]Epoch 69/400: 17%|█▋ | 69/400 [02:24<12:09, 2.20s/it, v_num=1, train_loss=975]Epoch 69/400: 17%|█▋ | 69/400 [02:24<12:09, 2.20s/it, v_num=1, train_loss=975]Epoch 70/400: 17%|█▋ | 69/400 [02:24<12:09, 2.20s/it, v_num=1, train_loss=975]Epoch 70/400: 18%|█▊ | 70/400 [02:26<11:54, 2.17s/it, v_num=1, train_loss=975]Epoch 70/400: 18%|█▊ | 70/400 [02:26<11:54, 2.17s/it, v_num=1, train_loss=975]Epoch 71/400: 18%|█▊ | 70/400 [02:26<11:54, 2.17s/it, v_num=1, train_loss=975]Epoch 71/400: 18%|█▊ | 71/400 [02:28<11:47, 2.15s/it, v_num=1, train_loss=975]Epoch 71/400: 18%|█▊ | 71/400 [02:28<11:47, 2.15s/it, v_num=1, train_loss=974]Epoch 72/400: 18%|█▊ | 71/400 [02:28<11:47, 2.15s/it, v_num=1, train_loss=974]Epoch 72/400: 18%|█▊ | 72/400 [02:30<11:37, 2.13s/it, v_num=1, train_loss=974]Epoch 72/400: 18%|█▊ | 72/400 [02:30<11:37, 2.13s/it, v_num=1, train_loss=974]Epoch 73/400: 18%|█▊ | 72/400 [02:30<11:37, 2.13s/it, v_num=1, train_loss=974]Epoch 73/400: 18%|█▊ | 73/400 [02:32<11:21, 2.08s/it, v_num=1, train_loss=974]Epoch 73/400: 18%|█▊ | 73/400 [02:32<11:21, 2.08s/it, v_num=1, train_loss=973]Epoch 74/400: 18%|█▊ | 73/400 [02:32<11:21, 2.08s/it, v_num=1, train_loss=973]Epoch 74/400: 18%|█▊ | 74/400 [02:35<11:42, 2.16s/it, v_num=1, train_loss=973]Epoch 74/400: 18%|█▊ | 74/400 [02:35<11:42, 2.16s/it, v_num=1, train_loss=973]Epoch 75/400: 18%|█▊ | 74/400 [02:35<11:42, 2.16s/it, v_num=1, train_loss=973]Epoch 75/400: 19%|█▉ | 75/400 [02:37<12:01, 2.22s/it, v_num=1, train_loss=973]Epoch 75/400: 19%|█▉ | 75/400 [02:37<12:01, 2.22s/it, v_num=1, train_loss=972]Epoch 76/400: 19%|█▉ | 75/400 [02:37<12:01, 2.22s/it, v_num=1, train_loss=972]Epoch 76/400: 19%|█▉ | 76/400 [02:39<12:05, 2.24s/it, v_num=1, train_loss=972]Epoch 76/400: 19%|█▉ | 76/400 [02:39<12:05, 2.24s/it, v_num=1, train_loss=972]Epoch 77/400: 19%|█▉ | 76/400 [02:39<12:05, 2.24s/it, v_num=1, train_loss=972]Epoch 77/400: 19%|█▉ | 77/400 [02:41<11:39, 2.17s/it, v_num=1, train_loss=972]Epoch 77/400: 19%|█▉ | 77/400 [02:41<11:39, 2.17s/it, v_num=1, train_loss=971]Epoch 78/400: 19%|█▉ | 77/400 [02:41<11:39, 2.17s/it, v_num=1, train_loss=971]Epoch 78/400: 20%|█▉ | 78/400 [02:43<11:24, 2.13s/it, v_num=1, train_loss=971]Epoch 78/400: 20%|█▉ | 78/400 [02:43<11:24, 2.13s/it, v_num=1, train_loss=971]Epoch 79/400: 20%|█▉ | 78/400 [02:43<11:24, 2.13s/it, v_num=1, train_loss=971]Epoch 79/400: 20%|█▉ | 79/400 [02:45<11:08, 2.08s/it, v_num=1, train_loss=971]Epoch 79/400: 20%|█▉ | 79/400 [02:45<11:08, 2.08s/it, v_num=1, train_loss=970]Epoch 80/400: 20%|█▉ | 79/400 [02:45<11:08, 2.08s/it, v_num=1, train_loss=970]Epoch 80/400: 20%|██ | 80/400 [02:47<10:54, 2.05s/it, v_num=1, train_loss=970]Epoch 80/400: 20%|██ | 80/400 [02:47<10:54, 2.05s/it, v_num=1, train_loss=970]Epoch 81/400: 20%|██ | 80/400 [02:47<10:54, 2.05s/it, v_num=1, train_loss=970]Epoch 81/400: 20%|██ | 81/400 [02:49<10:39, 2.00s/it, v_num=1, train_loss=970]Epoch 81/400: 20%|██ | 81/400 [02:49<10:39, 2.00s/it, v_num=1, train_loss=970]Epoch 82/400: 20%|██ | 81/400 [02:49<10:39, 2.00s/it, v_num=1, train_loss=970]Epoch 82/400: 20%|██ | 82/400 [02:51<10:32, 1.99s/it, v_num=1, train_loss=970]Epoch 82/400: 20%|██ | 82/400 [02:51<10:32, 1.99s/it, v_num=1, train_loss=969]Epoch 83/400: 20%|██ | 82/400 [02:51<10:32, 1.99s/it, v_num=1, train_loss=969]Epoch 83/400: 21%|██ | 83/400 [02:53<10:53, 2.06s/it, v_num=1, train_loss=969]Epoch 83/400: 21%|██ | 83/400 [02:53<10:53, 2.06s/it, v_num=1, train_loss=969]Epoch 84/400: 21%|██ | 83/400 [02:53<10:53, 2.06s/it, v_num=1, train_loss=969]Epoch 84/400: 21%|██ | 84/400 [02:56<11:00, 2.09s/it, v_num=1, train_loss=969]Epoch 84/400: 21%|██ | 84/400 [02:56<11:00, 2.09s/it, v_num=1, train_loss=969]Epoch 85/400: 21%|██ | 84/400 [02:56<11:00, 2.09s/it, v_num=1, train_loss=969]Epoch 85/400: 21%|██▏ | 85/400 [02:58<11:22, 2.17s/it, v_num=1, train_loss=969]Epoch 85/400: 21%|██▏ | 85/400 [02:58<11:22, 2.17s/it, v_num=1, train_loss=968]Epoch 86/400: 21%|██▏ | 85/400 [02:58<11:22, 2.17s/it, v_num=1, train_loss=968]Epoch 86/400: 22%|██▏ | 86/400 [03:00<11:42, 2.24s/it, v_num=1, train_loss=968]Epoch 86/400: 22%|██▏ | 86/400 [03:00<11:42, 2.24s/it, v_num=1, train_loss=968]Epoch 87/400: 22%|██▏ | 86/400 [03:00<11:42, 2.24s/it, v_num=1, train_loss=968]Epoch 87/400: 22%|██▏ | 87/400 [03:02<11:21, 2.18s/it, v_num=1, train_loss=968]Epoch 87/400: 22%|██▏ | 87/400 [03:02<11:21, 2.18s/it, v_num=1, train_loss=968]Epoch 88/400: 22%|██▏ | 87/400 [03:02<11:21, 2.18s/it, v_num=1, train_loss=968]Epoch 88/400: 22%|██▏ | 88/400 [03:04<11:03, 2.13s/it, v_num=1, train_loss=968]Epoch 88/400: 22%|██▏ | 88/400 [03:04<11:03, 2.13s/it, v_num=1, train_loss=968]Epoch 89/400: 22%|██▏ | 88/400 [03:04<11:03, 2.13s/it, v_num=1, train_loss=968]Epoch 89/400: 22%|██▏ | 89/400 [03:06<10:42, 2.07s/it, v_num=1, train_loss=968]Epoch 89/400: 22%|██▏ | 89/400 [03:06<10:42, 2.07s/it, v_num=1, train_loss=967]Epoch 90/400: 22%|██▏ | 89/400 [03:06<10:42, 2.07s/it, v_num=1, train_loss=967]Epoch 90/400: 22%|██▎ | 90/400 [03:08<10:54, 2.11s/it, v_num=1, train_loss=967]Epoch 90/400: 22%|██▎ | 90/400 [03:09<10:54, 2.11s/it, v_num=1, train_loss=967]Epoch 91/400: 22%|██▎ | 90/400 [03:09<10:54, 2.11s/it, v_num=1, train_loss=967]Epoch 91/400: 23%|██▎ | 91/400 [03:11<11:01, 2.14s/it, v_num=1, train_loss=967]Epoch 91/400: 23%|██▎ | 91/400 [03:11<11:01, 2.14s/it, v_num=1, train_loss=966]Epoch 92/400: 23%|██▎ | 91/400 [03:11<11:01, 2.14s/it, v_num=1, train_loss=966]Epoch 92/400: 23%|██▎ | 92/400 [03:13<11:06, 2.16s/it, v_num=1, train_loss=966]Epoch 92/400: 23%|██▎ | 92/400 [03:13<11:06, 2.16s/it, v_num=1, train_loss=967]Epoch 93/400: 23%|██▎ | 92/400 [03:13<11:06, 2.16s/it, v_num=1, train_loss=967]Epoch 93/400: 23%|██▎ | 93/400 [03:15<11:05, 2.17s/it, v_num=1, train_loss=967]Epoch 93/400: 23%|██▎ | 93/400 [03:15<11:05, 2.17s/it, v_num=1, train_loss=966]Epoch 94/400: 23%|██▎ | 93/400 [03:15<11:05, 2.17s/it, v_num=1, train_loss=966]Epoch 94/400: 24%|██▎ | 94/400 [03:17<11:16, 2.21s/it, v_num=1, train_loss=966]Epoch 94/400: 24%|██▎ | 94/400 [03:17<11:16, 2.21s/it, v_num=1, train_loss=966]Epoch 95/400: 24%|██▎ | 94/400 [03:17<11:16, 2.21s/it, v_num=1, train_loss=966]Epoch 95/400: 24%|██▍ | 95/400 [03:20<11:26, 2.25s/it, v_num=1, train_loss=966]Epoch 95/400: 24%|██▍ | 95/400 [03:20<11:26, 2.25s/it, v_num=1, train_loss=966]Epoch 96/400: 24%|██▍ | 95/400 [03:20<11:26, 2.25s/it, v_num=1, train_loss=966]Epoch 96/400: 24%|██▍ | 96/400 [03:22<11:31, 2.27s/it, v_num=1, train_loss=966]Epoch 96/400: 24%|██▍ | 96/400 [03:22<11:31, 2.27s/it, v_num=1, train_loss=966]Epoch 97/400: 24%|██▍ | 96/400 [03:22<11:31, 2.27s/it, v_num=1, train_loss=966]Epoch 97/400: 24%|██▍ | 97/400 [03:24<11:24, 2.26s/it, v_num=1, train_loss=966]Epoch 97/400: 24%|██▍ | 97/400 [03:24<11:24, 2.26s/it, v_num=1, train_loss=965]Epoch 98/400: 24%|██▍ | 97/400 [03:24<11:24, 2.26s/it, v_num=1, train_loss=965]Epoch 98/400: 24%|██▍ | 98/400 [03:26<10:58, 2.18s/it, v_num=1, train_loss=965]Epoch 98/400: 24%|██▍ | 98/400 [03:26<10:58, 2.18s/it, v_num=1, train_loss=965]Epoch 99/400: 24%|██▍ | 98/400 [03:26<10:58, 2.18s/it, v_num=1, train_loss=965]Epoch 99/400: 25%|██▍ | 99/400 [03:28<10:49, 2.16s/it, v_num=1, train_loss=965]Epoch 99/400: 25%|██▍ | 99/400 [03:28<10:49, 2.16s/it, v_num=1, train_loss=965]Epoch 100/400: 25%|██▍ | 99/400 [03:28<10:49, 2.16s/it, v_num=1, train_loss=965]Epoch 100/400: 25%|██▌ | 100/400 [03:31<10:42, 2.14s/it, v_num=1, train_loss=965]Epoch 100/400: 25%|██▌ | 100/400 [03:31<10:42, 2.14s/it, v_num=1, train_loss=965]Epoch 101/400: 25%|██▌ | 100/400 [03:31<10:42, 2.14s/it, v_num=1, train_loss=965]Epoch 101/400: 25%|██▌ | 101/400 [03:33<10:49, 2.17s/it, v_num=1, train_loss=965]Epoch 101/400: 25%|██▌ | 101/400 [03:33<10:49, 2.17s/it, v_num=1, train_loss=964]Epoch 102/400: 25%|██▌ | 101/400 [03:33<10:49, 2.17s/it, v_num=1, train_loss=964]Epoch 102/400: 26%|██▌ | 102/400 [03:35<10:44, 2.16s/it, v_num=1, train_loss=964]Epoch 102/400: 26%|██▌ | 102/400 [03:35<10:44, 2.16s/it, v_num=1, train_loss=964]Epoch 103/400: 26%|██▌ | 102/400 [03:35<10:44, 2.16s/it, v_num=1, train_loss=964]Epoch 103/400: 26%|██▌ | 103/400 [03:37<10:38, 2.15s/it, v_num=1, train_loss=964]Epoch 103/400: 26%|██▌ | 103/400 [03:37<10:38, 2.15s/it, v_num=1, train_loss=964]Epoch 104/400: 26%|██▌ | 103/400 [03:37<10:38, 2.15s/it, v_num=1, train_loss=964]Epoch 104/400: 26%|██▌ | 104/400 [03:39<10:47, 2.19s/it, v_num=1, train_loss=964]Epoch 104/400: 26%|██▌ | 104/400 [03:39<10:47, 2.19s/it, v_num=1, train_loss=964]Epoch 105/400: 26%|██▌ | 104/400 [03:39<10:47, 2.19s/it, v_num=1, train_loss=964]Epoch 105/400: 26%|██▋ | 105/400 [03:41<10:26, 2.12s/it, v_num=1, train_loss=964]Epoch 105/400: 26%|██▋ | 105/400 [03:41<10:26, 2.12s/it, v_num=1, train_loss=964]Epoch 106/400: 26%|██▋ | 105/400 [03:41<10:26, 2.12s/it, v_num=1, train_loss=964]Epoch 106/400: 26%|██▋ | 106/400 [03:43<10:12, 2.08s/it, v_num=1, train_loss=964]Epoch 106/400: 26%|██▋ | 106/400 [03:43<10:12, 2.08s/it, v_num=1, train_loss=963]Epoch 107/400: 26%|██▋ | 106/400 [03:43<10:12, 2.08s/it, v_num=1, train_loss=963]Epoch 107/400: 27%|██▋ | 107/400 [03:45<10:06, 2.07s/it, v_num=1, train_loss=963]Epoch 107/400: 27%|██▋ | 107/400 [03:45<10:06, 2.07s/it, v_num=1, train_loss=963]Epoch 108/400: 27%|██▋ | 107/400 [03:45<10:06, 2.07s/it, v_num=1, train_loss=963]Epoch 108/400: 27%|██▋ | 108/400 [03:47<10:01, 2.06s/it, v_num=1, train_loss=963]Epoch 108/400: 27%|██▋ | 108/400 [03:47<10:01, 2.06s/it, v_num=1, train_loss=963]Epoch 109/400: 27%|██▋ | 108/400 [03:47<10:01, 2.06s/it, v_num=1, train_loss=963]Epoch 109/400: 27%|██▋ | 109/400 [03:50<10:31, 2.17s/it, v_num=1, train_loss=963]Epoch 109/400: 27%|██▋ | 109/400 [03:50<10:31, 2.17s/it, v_num=1, train_loss=963]Epoch 110/400: 27%|██▋ | 109/400 [03:50<10:31, 2.17s/it, v_num=1, train_loss=963]Epoch 110/400: 28%|██▊ | 110/400 [03:52<10:42, 2.21s/it, v_num=1, train_loss=963]Epoch 110/400: 28%|██▊ | 110/400 [03:52<10:42, 2.21s/it, v_num=1, train_loss=963]Epoch 111/400: 28%|██▊ | 110/400 [03:52<10:42, 2.21s/it, v_num=1, train_loss=963]Epoch 111/400: 28%|██▊ | 111/400 [03:54<10:43, 2.23s/it, v_num=1, train_loss=963]Epoch 111/400: 28%|██▊ | 111/400 [03:54<10:43, 2.23s/it, v_num=1, train_loss=962]Epoch 112/400: 28%|██▊ | 111/400 [03:54<10:43, 2.23s/it, v_num=1, train_loss=962]Epoch 112/400: 28%|██▊ | 112/400 [03:56<10:29, 2.19s/it, v_num=1, train_loss=962]Epoch 112/400: 28%|██▊ | 112/400 [03:56<10:29, 2.19s/it, v_num=1, train_loss=962]Epoch 113/400: 28%|██▊ | 112/400 [03:56<10:29, 2.19s/it, v_num=1, train_loss=962]Epoch 113/400: 28%|██▊ | 113/400 [03:58<10:07, 2.12s/it, v_num=1, train_loss=962]Epoch 113/400: 28%|██▊ | 113/400 [03:58<10:07, 2.12s/it, v_num=1, train_loss=962]Epoch 114/400: 28%|██▊ | 113/400 [03:58<10:07, 2.12s/it, v_num=1, train_loss=962]Epoch 114/400: 28%|██▊ | 114/400 [04:00<09:45, 2.05s/it, v_num=1, train_loss=962]Epoch 114/400: 28%|██▊ | 114/400 [04:00<09:45, 2.05s/it, v_num=1, train_loss=962]Epoch 115/400: 28%|██▊ | 114/400 [04:00<09:45, 2.05s/it, v_num=1, train_loss=962]Epoch 115/400: 29%|██▉ | 115/400 [04:03<10:08, 2.14s/it, v_num=1, train_loss=962]Epoch 115/400: 29%|██▉ | 115/400 [04:03<10:08, 2.14s/it, v_num=1, train_loss=962]Epoch 116/400: 29%|██▉ | 115/400 [04:03<10:08, 2.14s/it, v_num=1, train_loss=962]Epoch 116/400: 29%|██▉ | 116/400 [04:05<10:07, 2.14s/it, v_num=1, train_loss=962]Epoch 116/400: 29%|██▉ | 116/400 [04:05<10:07, 2.14s/it, v_num=1, train_loss=962]Epoch 117/400: 29%|██▉ | 116/400 [04:05<10:07, 2.14s/it, v_num=1, train_loss=962]Epoch 117/400: 29%|██▉ | 117/400 [04:07<10:12, 2.16s/it, v_num=1, train_loss=962]Epoch 117/400: 29%|██▉ | 117/400 [04:07<10:12, 2.16s/it, v_num=1, train_loss=962]Epoch 118/400: 29%|██▉ | 117/400 [04:07<10:12, 2.16s/it, v_num=1, train_loss=962]Epoch 118/400: 30%|██▉ | 118/400 [04:09<09:54, 2.11s/it, v_num=1, train_loss=962]Epoch 118/400: 30%|██▉ | 118/400 [04:09<09:54, 2.11s/it, v_num=1, train_loss=961]Epoch 119/400: 30%|██▉ | 118/400 [04:09<09:54, 2.11s/it, v_num=1, train_loss=961]Epoch 119/400: 30%|██▉ | 119/400 [04:11<09:30, 2.03s/it, v_num=1, train_loss=961]Epoch 119/400: 30%|██▉ | 119/400 [04:11<09:30, 2.03s/it, v_num=1, train_loss=961]Epoch 120/400: 30%|██▉ | 119/400 [04:11<09:30, 2.03s/it, v_num=1, train_loss=961]Epoch 120/400: 30%|███ | 120/400 [04:13<09:53, 2.12s/it, v_num=1, train_loss=961]Epoch 120/400: 30%|███ | 120/400 [04:13<09:53, 2.12s/it, v_num=1, train_loss=961]Epoch 121/400: 30%|███ | 120/400 [04:13<09:53, 2.12s/it, v_num=1, train_loss=961]Epoch 121/400: 30%|███ | 121/400 [04:15<10:03, 2.16s/it, v_num=1, train_loss=961]Epoch 121/400: 30%|███ | 121/400 [04:15<10:03, 2.16s/it, v_num=1, train_loss=961]Epoch 122/400: 30%|███ | 121/400 [04:15<10:03, 2.16s/it, v_num=1, train_loss=961]Epoch 122/400: 30%|███ | 122/400 [04:18<10:00, 2.16s/it, v_num=1, train_loss=961]Epoch 122/400: 30%|███ | 122/400 [04:18<10:00, 2.16s/it, v_num=1, train_loss=961]Epoch 123/400: 30%|███ | 122/400 [04:18<10:00, 2.16s/it, v_num=1, train_loss=961]Epoch 123/400: 31%|███ | 123/400 [04:20<09:45, 2.11s/it, v_num=1, train_loss=961]Epoch 123/400: 31%|███ | 123/400 [04:20<09:45, 2.11s/it, v_num=1, train_loss=961]Epoch 124/400: 31%|███ | 123/400 [04:20<09:45, 2.11s/it, v_num=1, train_loss=961]Epoch 124/400: 31%|███ | 124/400 [04:22<09:42, 2.11s/it, v_num=1, train_loss=961]Epoch 124/400: 31%|███ | 124/400 [04:22<09:42, 2.11s/it, v_num=1, train_loss=961]Epoch 125/400: 31%|███ | 124/400 [04:22<09:42, 2.11s/it, v_num=1, train_loss=961]Epoch 125/400: 31%|███▏ | 125/400 [04:24<09:30, 2.08s/it, v_num=1, train_loss=961]Epoch 125/400: 31%|███▏ | 125/400 [04:24<09:30, 2.08s/it, v_num=1, train_loss=961]Epoch 126/400: 31%|███▏ | 125/400 [04:24<09:30, 2.08s/it, v_num=1, train_loss=961]Epoch 126/400: 32%|███▏ | 126/400 [04:26<09:30, 2.08s/it, v_num=1, train_loss=961]Epoch 126/400: 32%|███▏ | 126/400 [04:26<09:30, 2.08s/it, v_num=1, train_loss=960]Epoch 127/400: 32%|███▏ | 126/400 [04:26<09:30, 2.08s/it, v_num=1, train_loss=960]Epoch 127/400: 32%|███▏ | 127/400 [04:28<09:43, 2.14s/it, v_num=1, train_loss=960]Epoch 127/400: 32%|███▏ | 127/400 [04:28<09:43, 2.14s/it, v_num=1, train_loss=960]Epoch 128/400: 32%|███▏ | 127/400 [04:28<09:43, 2.14s/it, v_num=1, train_loss=960]Epoch 128/400: 32%|███▏ | 128/400 [04:30<09:31, 2.10s/it, v_num=1, train_loss=960]Epoch 128/400: 32%|███▏ | 128/400 [04:30<09:31, 2.10s/it, v_num=1, train_loss=960]Epoch 129/400: 32%|███▏ | 128/400 [04:30<09:31, 2.10s/it, v_num=1, train_loss=960]Epoch 129/400: 32%|███▏ | 129/400 [04:32<09:12, 2.04s/it, v_num=1, train_loss=960]Epoch 129/400: 32%|███▏ | 129/400 [04:32<09:12, 2.04s/it, v_num=1, train_loss=960]Epoch 130/400: 32%|███▏ | 129/400 [04:32<09:12, 2.04s/it, v_num=1, train_loss=960]Epoch 130/400: 32%|███▎ | 130/400 [04:34<09:04, 2.02s/it, v_num=1, train_loss=960]Epoch 130/400: 32%|███▎ | 130/400 [04:34<09:04, 2.02s/it, v_num=1, train_loss=959]Epoch 131/400: 32%|███▎ | 130/400 [04:34<09:04, 2.02s/it, v_num=1, train_loss=959]Epoch 131/400: 33%|███▎ | 131/400 [04:36<09:05, 2.03s/it, v_num=1, train_loss=959]Epoch 131/400: 33%|███▎ | 131/400 [04:36<09:05, 2.03s/it, v_num=1, train_loss=960]Epoch 132/400: 33%|███▎ | 131/400 [04:36<09:05, 2.03s/it, v_num=1, train_loss=960]Epoch 132/400: 33%|███▎ | 132/400 [04:38<09:05, 2.04s/it, v_num=1, train_loss=960]Epoch 132/400: 33%|███▎ | 132/400 [04:38<09:05, 2.04s/it, v_num=1, train_loss=960]Epoch 133/400: 33%|███▎ | 132/400 [04:38<09:05, 2.04s/it, v_num=1, train_loss=960]Epoch 133/400: 33%|███▎ | 133/400 [04:40<09:14, 2.08s/it, v_num=1, train_loss=960]Epoch 133/400: 33%|███▎ | 133/400 [04:40<09:14, 2.08s/it, v_num=1, train_loss=960]Epoch 134/400: 33%|███▎ | 133/400 [04:40<09:14, 2.08s/it, v_num=1, train_loss=960]Epoch 134/400: 34%|███▎ | 134/400 [04:42<09:03, 2.04s/it, v_num=1, train_loss=960]Epoch 134/400: 34%|███▎ | 134/400 [04:42<09:03, 2.04s/it, v_num=1, train_loss=960]Epoch 135/400: 34%|███▎ | 134/400 [04:42<09:03, 2.04s/it, v_num=1, train_loss=960]Epoch 135/400: 34%|███▍ | 135/400 [04:44<08:57, 2.03s/it, v_num=1, train_loss=960]Epoch 135/400: 34%|███▍ | 135/400 [04:44<08:57, 2.03s/it, v_num=1, train_loss=960]Epoch 136/400: 34%|███▍ | 135/400 [04:44<08:57, 2.03s/it, v_num=1, train_loss=960]Epoch 136/400: 34%|███▍ | 136/400 [04:46<08:59, 2.04s/it, v_num=1, train_loss=960]Epoch 136/400: 34%|███▍ | 136/400 [04:46<08:59, 2.04s/it, v_num=1, train_loss=960]Epoch 137/400: 34%|███▍ | 136/400 [04:46<08:59, 2.04s/it, v_num=1, train_loss=960]Epoch 137/400: 34%|███▍ | 137/400 [04:48<09:14, 2.11s/it, v_num=1, train_loss=960]Epoch 137/400: 34%|███▍ | 137/400 [04:48<09:14, 2.11s/it, v_num=1, train_loss=960]Epoch 138/400: 34%|███▍ | 137/400 [04:48<09:14, 2.11s/it, v_num=1, train_loss=960]Epoch 138/400: 34%|███▍ | 138/400 [04:51<09:23, 2.15s/it, v_num=1, train_loss=960]Epoch 138/400: 34%|███▍ | 138/400 [04:51<09:23, 2.15s/it, v_num=1, train_loss=960]Epoch 139/400: 34%|███▍ | 138/400 [04:51<09:23, 2.15s/it, v_num=1, train_loss=960]Epoch 139/400: 35%|███▍ | 139/400 [04:53<09:12, 2.12s/it, v_num=1, train_loss=960]Epoch 139/400: 35%|███▍ | 139/400 [04:53<09:12, 2.12s/it, v_num=1, train_loss=960]Epoch 140/400: 35%|███▍ | 139/400 [04:53<09:12, 2.12s/it, v_num=1, train_loss=960]Epoch 140/400: 35%|███▌ | 140/400 [04:55<08:56, 2.06s/it, v_num=1, train_loss=960]Epoch 140/400: 35%|███▌ | 140/400 [04:55<08:56, 2.06s/it, v_num=1, train_loss=960]Epoch 141/400: 35%|███▌ | 140/400 [04:55<08:56, 2.06s/it, v_num=1, train_loss=960]Epoch 141/400: 35%|███▌ | 141/400 [04:57<08:56, 2.07s/it, v_num=1, train_loss=960]Epoch 141/400: 35%|███▌ | 141/400 [04:57<08:56, 2.07s/it, v_num=1, train_loss=959]Epoch 142/400: 35%|███▌ | 141/400 [04:57<08:56, 2.07s/it, v_num=1, train_loss=959]Epoch 142/400: 36%|███▌ | 142/400 [04:59<09:08, 2.13s/it, v_num=1, train_loss=959]Epoch 142/400: 36%|███▌ | 142/400 [04:59<09:08, 2.13s/it, v_num=1, train_loss=959]Epoch 143/400: 36%|███▌ | 142/400 [04:59<09:08, 2.13s/it, v_num=1, train_loss=959]Epoch 143/400: 36%|███▌ | 143/400 [05:01<08:59, 2.10s/it, v_num=1, train_loss=959]Epoch 143/400: 36%|███▌ | 143/400 [05:01<08:59, 2.10s/it, v_num=1, train_loss=959]Epoch 144/400: 36%|███▌ | 143/400 [05:01<08:59, 2.10s/it, v_num=1, train_loss=959]Epoch 144/400: 36%|███▌ | 144/400 [05:03<08:37, 2.02s/it, v_num=1, train_loss=959]Epoch 144/400: 36%|███▌ | 144/400 [05:03<08:37, 2.02s/it, v_num=1, train_loss=959]Epoch 145/400: 36%|███▌ | 144/400 [05:03<08:37, 2.02s/it, v_num=1, train_loss=959]Epoch 145/400: 36%|███▋ | 145/400 [05:05<08:30, 2.00s/it, v_num=1, train_loss=959]Epoch 145/400: 36%|███▋ | 145/400 [05:05<08:30, 2.00s/it, v_num=1, train_loss=959]Epoch 146/400: 36%|███▋ | 145/400 [05:05<08:30, 2.00s/it, v_num=1, train_loss=959]Epoch 146/400: 36%|███▋ | 146/400 [05:07<08:37, 2.04s/it, v_num=1, train_loss=959]Epoch 146/400: 36%|███▋ | 146/400 [05:07<08:37, 2.04s/it, v_num=1, train_loss=959]Epoch 147/400: 36%|███▋ | 146/400 [05:07<08:37, 2.04s/it, v_num=1, train_loss=959]Epoch 147/400: 37%|███▋ | 147/400 [05:09<08:42, 2.07s/it, v_num=1, train_loss=959]Epoch 147/400: 37%|███▋ | 147/400 [05:09<08:42, 2.07s/it, v_num=1, train_loss=959]Epoch 148/400: 37%|███▋ | 147/400 [05:09<08:42, 2.07s/it, v_num=1, train_loss=959]Epoch 148/400: 37%|███▋ | 148/400 [05:11<08:29, 2.02s/it, v_num=1, train_loss=959]Epoch 148/400: 37%|███▋ | 148/400 [05:11<08:29, 2.02s/it, v_num=1, train_loss=959]Epoch 149/400: 37%|███▋ | 148/400 [05:11<08:29, 2.02s/it, v_num=1, train_loss=959]Epoch 149/400: 37%|███▋ | 149/400 [05:13<08:33, 2.05s/it, v_num=1, train_loss=959]Epoch 149/400: 37%|███▋ | 149/400 [05:13<08:33, 2.05s/it, v_num=1, train_loss=958]Epoch 150/400: 37%|███▋ | 149/400 [05:13<08:33, 2.05s/it, v_num=1, train_loss=958]Epoch 150/400: 38%|███▊ | 150/400 [05:15<08:43, 2.09s/it, v_num=1, train_loss=958]Epoch 150/400: 38%|███▊ | 150/400 [05:15<08:43, 2.09s/it, v_num=1, train_loss=958]Epoch 151/400: 38%|███▊ | 150/400 [05:15<08:43, 2.09s/it, v_num=1, train_loss=958]Epoch 151/400: 38%|███▊ | 151/400 [05:18<08:53, 2.14s/it, v_num=1, train_loss=958]Epoch 151/400: 38%|███▊ | 151/400 [05:18<08:53, 2.14s/it, v_num=1, train_loss=959]Epoch 152/400: 38%|███▊ | 151/400 [05:18<08:53, 2.14s/it, v_num=1, train_loss=959]Epoch 152/400: 38%|███▊ | 152/400 [05:20<08:41, 2.10s/it, v_num=1, train_loss=959]Epoch 152/400: 38%|███▊ | 152/400 [05:20<08:41, 2.10s/it, v_num=1, train_loss=959]Epoch 153/400: 38%|███▊ | 152/400 [05:20<08:41, 2.10s/it, v_num=1, train_loss=959]Epoch 153/400: 38%|███▊ | 153/400 [05:22<08:32, 2.07s/it, v_num=1, train_loss=959]Epoch 153/400: 38%|███▊ | 153/400 [05:22<08:32, 2.07s/it, v_num=1, train_loss=959]Epoch 154/400: 38%|███▊ | 153/400 [05:22<08:32, 2.07s/it, v_num=1, train_loss=959]Epoch 154/400: 38%|███▊ | 154/400 [05:24<08:34, 2.09s/it, v_num=1, train_loss=959]Epoch 154/400: 38%|███▊ | 154/400 [05:24<08:34, 2.09s/it, v_num=1, train_loss=959]Epoch 155/400: 38%|███▊ | 154/400 [05:24<08:34, 2.09s/it, v_num=1, train_loss=959]Epoch 155/400: 39%|███▉ | 155/400 [05:26<08:44, 2.14s/it, v_num=1, train_loss=959]Epoch 155/400: 39%|███▉ | 155/400 [05:26<08:44, 2.14s/it, v_num=1, train_loss=958]Epoch 156/400: 39%|███▉ | 155/400 [05:26<08:44, 2.14s/it, v_num=1, train_loss=958]Epoch 156/400: 39%|███▉ | 156/400 [05:28<08:34, 2.11s/it, v_num=1, train_loss=958]Epoch 156/400: 39%|███▉ | 156/400 [05:28<08:34, 2.11s/it, v_num=1, train_loss=959]Epoch 157/400: 39%|███▉ | 156/400 [05:28<08:34, 2.11s/it, v_num=1, train_loss=959]Epoch 157/400: 39%|███▉ | 157/400 [05:30<08:40, 2.14s/it, v_num=1, train_loss=959]Epoch 157/400: 39%|███▉ | 157/400 [05:30<08:40, 2.14s/it, v_num=1, train_loss=958]Epoch 158/400: 39%|███▉ | 157/400 [05:30<08:40, 2.14s/it, v_num=1, train_loss=958]Epoch 158/400: 40%|███▉ | 158/400 [05:32<08:35, 2.13s/it, v_num=1, train_loss=958]Epoch 158/400: 40%|███▉ | 158/400 [05:32<08:35, 2.13s/it, v_num=1, train_loss=958]Epoch 159/400: 40%|███▉ | 158/400 [05:32<08:35, 2.13s/it, v_num=1, train_loss=958]Epoch 159/400: 40%|███▉ | 159/400 [05:34<08:27, 2.11s/it, v_num=1, train_loss=958]Epoch 159/400: 40%|███▉ | 159/400 [05:34<08:27, 2.11s/it, v_num=1, train_loss=959]Epoch 160/400: 40%|███▉ | 159/400 [05:34<08:27, 2.11s/it, v_num=1, train_loss=959]Epoch 160/400: 40%|████ | 160/400 [05:37<08:27, 2.11s/it, v_num=1, train_loss=959]Epoch 160/400: 40%|████ | 160/400 [05:37<08:27, 2.11s/it, v_num=1, train_loss=958]Epoch 161/400: 40%|████ | 160/400 [05:37<08:27, 2.11s/it, v_num=1, train_loss=958]Epoch 161/400: 40%|████ | 161/400 [05:39<08:37, 2.16s/it, v_num=1, train_loss=958]Epoch 161/400: 40%|████ | 161/400 [05:39<08:37, 2.16s/it, v_num=1, train_loss=958]Epoch 162/400: 40%|████ | 161/400 [05:39<08:37, 2.16s/it, v_num=1, train_loss=958]Epoch 162/400: 40%|████ | 162/400 [05:41<08:52, 2.24s/it, v_num=1, train_loss=958]Epoch 162/400: 40%|████ | 162/400 [05:41<08:52, 2.24s/it, v_num=1, train_loss=958]Epoch 163/400: 40%|████ | 162/400 [05:41<08:52, 2.24s/it, v_num=1, train_loss=958]Epoch 163/400: 41%|████ | 163/400 [05:43<08:30, 2.16s/it, v_num=1, train_loss=958]Epoch 163/400: 41%|████ | 163/400 [05:43<08:30, 2.16s/it, v_num=1, train_loss=959]Epoch 164/400: 41%|████ | 163/400 [05:43<08:30, 2.16s/it, v_num=1, train_loss=959]Epoch 164/400: 41%|████ | 164/400 [05:45<08:16, 2.11s/it, v_num=1, train_loss=959]Epoch 164/400: 41%|████ | 164/400 [05:45<08:16, 2.11s/it, v_num=1, train_loss=958]Epoch 165/400: 41%|████ | 164/400 [05:45<08:16, 2.11s/it, v_num=1, train_loss=958]Epoch 165/400: 41%|████▏ | 165/400 [05:47<08:01, 2.05s/it, v_num=1, train_loss=958]Epoch 165/400: 41%|████▏ | 165/400 [05:47<08:01, 2.05s/it, v_num=1, train_loss=959]Epoch 166/400: 41%|████▏ | 165/400 [05:47<08:01, 2.05s/it, v_num=1, train_loss=959]Epoch 166/400: 42%|████▏ | 166/400 [05:49<07:54, 2.03s/it, v_num=1, train_loss=959]Epoch 166/400: 42%|████▏ | 166/400 [05:49<07:54, 2.03s/it, v_num=1, train_loss=958]Epoch 167/400: 42%|████▏ | 166/400 [05:49<07:54, 2.03s/it, v_num=1, train_loss=958]Epoch 167/400: 42%|████▏ | 167/400 [05:51<07:45, 2.00s/it, v_num=1, train_loss=958]Epoch 167/400: 42%|████▏ | 167/400 [05:51<07:45, 2.00s/it, v_num=1, train_loss=958]Epoch 168/400: 42%|████▏ | 167/400 [05:51<07:45, 2.00s/it, v_num=1, train_loss=958]Epoch 168/400: 42%|████▏ | 168/400 [05:53<07:47, 2.01s/it, v_num=1, train_loss=958]Epoch 168/400: 42%|████▏ | 168/400 [05:53<07:47, 2.01s/it, v_num=1, train_loss=958]Epoch 169/400: 42%|████▏ | 168/400 [05:53<07:47, 2.01s/it, v_num=1, train_loss=958]Epoch 169/400: 42%|████▏ | 169/400 [05:55<07:49, 2.03s/it, v_num=1, train_loss=958]Epoch 169/400: 42%|████▏ | 169/400 [05:55<07:49, 2.03s/it, v_num=1, train_loss=957]Epoch 170/400: 42%|████▏ | 169/400 [05:55<07:49, 2.03s/it, v_num=1, train_loss=957]Epoch 170/400: 42%|████▎ | 170/400 [05:57<07:49, 2.04s/it, v_num=1, train_loss=957]Epoch 170/400: 42%|████▎ | 170/400 [05:57<07:49, 2.04s/it, v_num=1, train_loss=958]Epoch 171/400: 42%|████▎ | 170/400 [05:57<07:49, 2.04s/it, v_num=1, train_loss=958]Epoch 171/400: 43%|████▎ | 171/400 [05:59<07:30, 1.97s/it, v_num=1, train_loss=958]Epoch 171/400: 43%|████▎ | 171/400 [05:59<07:30, 1.97s/it, v_num=1, train_loss=958]Epoch 172/400: 43%|████▎ | 171/400 [05:59<07:30, 1.97s/it, v_num=1, train_loss=958]Epoch 172/400: 43%|████▎ | 172/400 [06:01<07:32, 1.99s/it, v_num=1, train_loss=958]Epoch 172/400: 43%|████▎ | 172/400 [06:01<07:32, 1.99s/it, v_num=1, train_loss=958]Epoch 173/400: 43%|████▎ | 172/400 [06:01<07:32, 1.99s/it, v_num=1, train_loss=958]Epoch 173/400: 43%|████▎ | 173/400 [06:03<07:44, 2.05s/it, v_num=1, train_loss=958]Epoch 173/400: 43%|████▎ | 173/400 [06:03<07:44, 2.05s/it, v_num=1, train_loss=958]Epoch 174/400: 43%|████▎ | 173/400 [06:03<07:44, 2.05s/it, v_num=1, train_loss=958]Epoch 174/400: 44%|████▎ | 174/400 [06:05<07:47, 2.07s/it, v_num=1, train_loss=958]Epoch 174/400: 44%|████▎ | 174/400 [06:05<07:47, 2.07s/it, v_num=1, train_loss=958]Epoch 175/400: 44%|████▎ | 174/400 [06:05<07:47, 2.07s/it, v_num=1, train_loss=958]Epoch 175/400: 44%|████▍ | 175/400 [06:07<07:36, 2.03s/it, v_num=1, train_loss=958]Epoch 175/400: 44%|████▍ | 175/400 [06:07<07:36, 2.03s/it, v_num=1, train_loss=958]Epoch 176/400: 44%|████▍ | 175/400 [06:07<07:36, 2.03s/it, v_num=1, train_loss=958]Epoch 176/400: 44%|████▍ | 176/400 [06:09<07:37, 2.04s/it, v_num=1, train_loss=958]Epoch 176/400: 44%|████▍ | 176/400 [06:09<07:37, 2.04s/it, v_num=1, train_loss=957]Epoch 177/400: 44%|████▍ | 176/400 [06:09<07:37, 2.04s/it, v_num=1, train_loss=957]Epoch 177/400: 44%|████▍ | 177/400 [06:12<07:48, 2.10s/it, v_num=1, train_loss=957]Epoch 177/400: 44%|████▍ | 177/400 [06:12<07:48, 2.10s/it, v_num=1, train_loss=958]Epoch 178/400: 44%|████▍ | 177/400 [06:12<07:48, 2.10s/it, v_num=1, train_loss=958]Epoch 178/400: 44%|████▍ | 178/400 [06:14<07:49, 2.11s/it, v_num=1, train_loss=958]Epoch 178/400: 44%|████▍ | 178/400 [06:14<07:49, 2.11s/it, v_num=1, train_loss=957]Epoch 179/400: 44%|████▍ | 178/400 [06:14<07:49, 2.11s/it, v_num=1, train_loss=957]Epoch 179/400: 45%|████▍ | 179/400 [06:16<07:52, 2.14s/it, v_num=1, train_loss=957]Epoch 179/400: 45%|████▍ | 179/400 [06:16<07:52, 2.14s/it, v_num=1, train_loss=958]Epoch 180/400: 45%|████▍ | 179/400 [06:16<07:52, 2.14s/it, v_num=1, train_loss=958]Epoch 180/400: 45%|████▌ | 180/400 [06:18<07:42, 2.10s/it, v_num=1, train_loss=958]Epoch 180/400: 45%|████▌ | 180/400 [06:18<07:42, 2.10s/it, v_num=1, train_loss=958]Epoch 181/400: 45%|████▌ | 180/400 [06:18<07:42, 2.10s/it, v_num=1, train_loss=958]Epoch 181/400: 45%|████▌ | 181/400 [06:20<07:27, 2.04s/it, v_num=1, train_loss=958]Epoch 181/400: 45%|████▌ | 181/400 [06:20<07:27, 2.04s/it, v_num=1, train_loss=957]Epoch 182/400: 45%|████▌ | 181/400 [06:20<07:27, 2.04s/it, v_num=1, train_loss=957]Epoch 182/400: 46%|████▌ | 182/400 [06:22<07:22, 2.03s/it, v_num=1, train_loss=957]Epoch 182/400: 46%|████▌ | 182/400 [06:22<07:22, 2.03s/it, v_num=1, train_loss=958]Epoch 183/400: 46%|████▌ | 182/400 [06:22<07:22, 2.03s/it, v_num=1, train_loss=958]Epoch 183/400: 46%|████▌ | 183/400 [06:24<07:33, 2.09s/it, v_num=1, train_loss=958]Epoch 183/400: 46%|████▌ | 183/400 [06:24<07:33, 2.09s/it, v_num=1, train_loss=958]Epoch 184/400: 46%|████▌ | 183/400 [06:24<07:33, 2.09s/it, v_num=1, train_loss=958]Epoch 184/400: 46%|████▌ | 184/400 [06:26<07:28, 2.08s/it, v_num=1, train_loss=958]Epoch 184/400: 46%|████▌ | 184/400 [06:26<07:28, 2.08s/it, v_num=1, train_loss=958]Epoch 185/400: 46%|████▌ | 184/400 [06:26<07:28, 2.08s/it, v_num=1, train_loss=958]Epoch 185/400: 46%|████▋ | 185/400 [06:28<07:22, 2.06s/it, v_num=1, train_loss=958]Epoch 185/400: 46%|████▋ | 185/400 [06:28<07:22, 2.06s/it, v_num=1, train_loss=958]Epoch 186/400: 46%|████▋ | 185/400 [06:28<07:22, 2.06s/it, v_num=1, train_loss=958]Epoch 186/400: 46%|████▋ | 186/400 [06:30<07:06, 2.00s/it, v_num=1, train_loss=958]Epoch 186/400: 46%|████▋ | 186/400 [06:30<07:06, 2.00s/it, v_num=1, train_loss=958]Epoch 187/400: 46%|████▋ | 186/400 [06:30<07:06, 2.00s/it, v_num=1, train_loss=958]Epoch 187/400: 47%|████▋ | 187/400 [06:32<07:06, 2.00s/it, v_num=1, train_loss=958]Epoch 187/400: 47%|████▋ | 187/400 [06:32<07:06, 2.00s/it, v_num=1, train_loss=958]Epoch 188/400: 47%|████▋ | 187/400 [06:32<07:06, 2.00s/it, v_num=1, train_loss=958]Epoch 188/400: 47%|████▋ | 188/400 [06:34<07:06, 2.01s/it, v_num=1, train_loss=958]Epoch 188/400: 47%|████▋ | 188/400 [06:34<07:06, 2.01s/it, v_num=1, train_loss=957]Epoch 189/400: 47%|████▋ | 188/400 [06:34<07:06, 2.01s/it, v_num=1, train_loss=957]Epoch 189/400: 47%|████▋ | 189/400 [06:36<07:13, 2.06s/it, v_num=1, train_loss=957]Epoch 189/400: 47%|████▋ | 189/400 [06:36<07:13, 2.06s/it, v_num=1, train_loss=957]Epoch 190/400: 47%|████▋ | 189/400 [06:36<07:13, 2.06s/it, v_num=1, train_loss=957]Epoch 190/400: 48%|████▊ | 190/400 [06:38<07:06, 2.03s/it, v_num=1, train_loss=957]Epoch 190/400: 48%|████▊ | 190/400 [06:38<07:06, 2.03s/it, v_num=1, train_loss=957]Epoch 191/400: 48%|████▊ | 190/400 [06:38<07:06, 2.03s/it, v_num=1, train_loss=957]Epoch 191/400: 48%|████▊ | 191/400 [06:41<07:28, 2.15s/it, v_num=1, train_loss=957]Epoch 191/400: 48%|████▊ | 191/400 [06:41<07:28, 2.15s/it, v_num=1, train_loss=958]Epoch 192/400: 48%|████▊ | 191/400 [06:41<07:28, 2.15s/it, v_num=1, train_loss=958]Epoch 192/400: 48%|████▊ | 192/400 [06:43<07:35, 2.19s/it, v_num=1, train_loss=958]Epoch 192/400: 48%|████▊ | 192/400 [06:43<07:35, 2.19s/it, v_num=1, train_loss=958]Epoch 193/400: 48%|████▊ | 192/400 [06:43<07:35, 2.19s/it, v_num=1, train_loss=958]Epoch 193/400: 48%|████▊ | 193/400 [06:45<07:41, 2.23s/it, v_num=1, train_loss=958]Epoch 193/400: 48%|████▊ | 193/400 [06:45<07:41, 2.23s/it, v_num=1, train_loss=958]Epoch 194/400: 48%|████▊ | 193/400 [06:45<07:41, 2.23s/it, v_num=1, train_loss=958]Epoch 194/400: 48%|████▊ | 194/400 [06:47<07:40, 2.24s/it, v_num=1, train_loss=958]Epoch 194/400: 48%|████▊ | 194/400 [06:47<07:40, 2.24s/it, v_num=1, train_loss=957]Epoch 195/400: 48%|████▊ | 194/400 [06:47<07:40, 2.24s/it, v_num=1, train_loss=957]Epoch 195/400: 49%|████▉ | 195/400 [06:50<07:30, 2.20s/it, v_num=1, train_loss=957]Epoch 195/400: 49%|████▉ | 195/400 [06:50<07:30, 2.20s/it, v_num=1, train_loss=958]Epoch 196/400: 49%|████▉ | 195/400 [06:50<07:30, 2.20s/it, v_num=1, train_loss=958]Epoch 196/400: 49%|████▉ | 196/400 [06:52<07:40, 2.26s/it, v_num=1, train_loss=958]Epoch 196/400: 49%|████▉ | 196/400 [06:52<07:40, 2.26s/it, v_num=1, train_loss=957]Epoch 197/400: 49%|████▉ | 196/400 [06:52<07:40, 2.26s/it, v_num=1, train_loss=957]Epoch 197/400: 49%|████▉ | 197/400 [06:54<07:31, 2.22s/it, v_num=1, train_loss=957]Epoch 197/400: 49%|████▉ | 197/400 [06:54<07:31, 2.22s/it, v_num=1, train_loss=957]Epoch 198/400: 49%|████▉ | 197/400 [06:54<07:31, 2.22s/it, v_num=1, train_loss=957]Epoch 198/400: 50%|████▉ | 198/400 [06:56<07:33, 2.24s/it, v_num=1, train_loss=957]Epoch 198/400: 50%|████▉ | 198/400 [06:56<07:33, 2.24s/it, v_num=1, train_loss=958]Epoch 199/400: 50%|████▉ | 198/400 [06:56<07:33, 2.24s/it, v_num=1, train_loss=958]Epoch 199/400: 50%|████▉ | 199/400 [06:59<07:25, 2.21s/it, v_num=1, train_loss=958]Epoch 199/400: 50%|████▉ | 199/400 [06:59<07:25, 2.21s/it, v_num=1, train_loss=957]Epoch 200/400: 50%|████▉ | 199/400 [06:59<07:25, 2.21s/it, v_num=1, train_loss=957]Epoch 200/400: 50%|█████ | 200/400 [07:00<07:05, 2.13s/it, v_num=1, train_loss=957]Epoch 200/400: 50%|█████ | 200/400 [07:00<07:05, 2.13s/it, v_num=1, train_loss=957]Epoch 201/400: 50%|█████ | 200/400 [07:00<07:05, 2.13s/it, v_num=1, train_loss=957]Epoch 201/400: 50%|█████ | 201/400 [07:02<06:55, 2.09s/it, v_num=1, train_loss=957]Epoch 201/400: 50%|█████ | 201/400 [07:02<06:55, 2.09s/it, v_num=1, train_loss=957]Epoch 202/400: 50%|█████ | 201/400 [07:02<06:55, 2.09s/it, v_num=1, train_loss=957]Epoch 202/400: 50%|█████ | 202/400 [07:04<06:46, 2.05s/it, v_num=1, train_loss=957]Epoch 202/400: 50%|█████ | 202/400 [07:04<06:46, 2.05s/it, v_num=1, train_loss=957]Epoch 203/400: 50%|█████ | 202/400 [07:04<06:46, 2.05s/it, v_num=1, train_loss=957]Epoch 203/400: 51%|█████ | 203/400 [07:07<06:49, 2.08s/it, v_num=1, train_loss=957]Epoch 203/400: 51%|█████ | 203/400 [07:07<06:49, 2.08s/it, v_num=1, train_loss=957]Epoch 204/400: 51%|█████ | 203/400 [07:07<06:49, 2.08s/it, v_num=1, train_loss=957]Epoch 204/400: 51%|█████ | 204/400 [07:09<07:04, 2.17s/it, v_num=1, train_loss=957]Epoch 204/400: 51%|█████ | 204/400 [07:09<07:04, 2.17s/it, v_num=1, train_loss=957]Epoch 205/400: 51%|█████ | 204/400 [07:09<07:04, 2.17s/it, v_num=1, train_loss=957]Epoch 205/400: 51%|█████▏ | 205/400 [07:11<07:09, 2.20s/it, v_num=1, train_loss=957]Epoch 205/400: 51%|█████▏ | 205/400 [07:11<07:09, 2.20s/it, v_num=1, train_loss=957]Epoch 206/400: 51%|█████▏ | 205/400 [07:11<07:09, 2.20s/it, v_num=1, train_loss=957]Epoch 206/400: 52%|█████▏ | 206/400 [07:13<06:53, 2.13s/it, v_num=1, train_loss=957]Epoch 206/400: 52%|█████▏ | 206/400 [07:13<06:53, 2.13s/it, v_num=1, train_loss=957]Epoch 207/400: 52%|█████▏ | 206/400 [07:13<06:53, 2.13s/it, v_num=1, train_loss=957]Epoch 207/400: 52%|█████▏ | 207/400 [07:15<06:55, 2.15s/it, v_num=1, train_loss=957]Epoch 207/400: 52%|█████▏ | 207/400 [07:15<06:55, 2.15s/it, v_num=1, train_loss=957]Epoch 208/400: 52%|█████▏ | 207/400 [07:15<06:55, 2.15s/it, v_num=1, train_loss=957]Epoch 208/400: 52%|█████▏ | 208/400 [07:18<06:52, 2.15s/it, v_num=1, train_loss=957]Epoch 208/400: 52%|█████▏ | 208/400 [07:18<06:52, 2.15s/it, v_num=1, train_loss=957]Epoch 209/400: 52%|█████▏ | 208/400 [07:18<06:52, 2.15s/it, v_num=1, train_loss=957]Epoch 209/400: 52%|█████▏ | 209/400 [07:20<06:40, 2.10s/it, v_num=1, train_loss=957]Epoch 209/400: 52%|█████▏ | 209/400 [07:20<06:40, 2.10s/it, v_num=1, train_loss=957]Epoch 210/400: 52%|█████▏ | 209/400 [07:20<06:40, 2.10s/it, v_num=1, train_loss=957]Epoch 210/400: 52%|█████▎ | 210/400 [07:22<06:51, 2.16s/it, v_num=1, train_loss=957]Epoch 210/400: 52%|█████▎ | 210/400 [07:22<06:51, 2.16s/it, v_num=1, train_loss=957]Epoch 211/400: 52%|█████▎ | 210/400 [07:22<06:51, 2.16s/it, v_num=1, train_loss=957]Epoch 211/400: 53%|█████▎ | 211/400 [07:24<06:52, 2.18s/it, v_num=1, train_loss=957]Epoch 211/400: 53%|█████▎ | 211/400 [07:24<06:52, 2.18s/it, v_num=1, train_loss=957]Epoch 212/400: 53%|█████▎ | 211/400 [07:24<06:52, 2.18s/it, v_num=1, train_loss=957]Epoch 212/400: 53%|█████▎ | 212/400 [07:26<06:39, 2.12s/it, v_num=1, train_loss=957]Epoch 212/400: 53%|█████▎ | 212/400 [07:26<06:39, 2.12s/it, v_num=1, train_loss=957]Epoch 213/400: 53%|█████▎ | 212/400 [07:26<06:39, 2.12s/it, v_num=1, train_loss=957]Epoch 213/400: 53%|█████▎ | 213/400 [07:28<06:25, 2.06s/it, v_num=1, train_loss=957]Epoch 213/400: 53%|█████▎ | 213/400 [07:28<06:25, 2.06s/it, v_num=1, train_loss=957]Epoch 214/400: 53%|█████▎ | 213/400 [07:28<06:25, 2.06s/it, v_num=1, train_loss=957]Epoch 214/400: 54%|█████▎ | 214/400 [07:30<06:41, 2.16s/it, v_num=1, train_loss=957]Epoch 214/400: 54%|█████▎ | 214/400 [07:30<06:41, 2.16s/it, v_num=1, train_loss=957]Epoch 215/400: 54%|█████▎ | 214/400 [07:30<06:41, 2.16s/it, v_num=1, train_loss=957]Epoch 215/400: 54%|█████▍ | 215/400 [07:33<06:42, 2.17s/it, v_num=1, train_loss=957]Epoch 215/400: 54%|█████▍ | 215/400 [07:33<06:42, 2.17s/it, v_num=1, train_loss=957]Epoch 216/400: 54%|█████▍ | 215/400 [07:33<06:42, 2.17s/it, v_num=1, train_loss=957]Epoch 216/400: 54%|█████▍ | 216/400 [07:35<06:40, 2.18s/it, v_num=1, train_loss=957]Epoch 216/400: 54%|█████▍ | 216/400 [07:35<06:40, 2.18s/it, v_num=1, train_loss=957]Epoch 217/400: 54%|█████▍ | 216/400 [07:35<06:40, 2.18s/it, v_num=1, train_loss=957]Epoch 217/400: 54%|█████▍ | 217/400 [07:37<06:29, 2.13s/it, v_num=1, train_loss=957]Epoch 217/400: 54%|█████▍ | 217/400 [07:37<06:29, 2.13s/it, v_num=1, train_loss=957]Epoch 218/400: 54%|█████▍ | 217/400 [07:37<06:29, 2.13s/it, v_num=1, train_loss=957]Epoch 218/400: 55%|█████▍ | 218/400 [07:39<06:22, 2.10s/it, v_num=1, train_loss=957]Epoch 218/400: 55%|█████▍ | 218/400 [07:39<06:22, 2.10s/it, v_num=1, train_loss=957]Epoch 219/400: 55%|█████▍ | 218/400 [07:39<06:22, 2.10s/it, v_num=1, train_loss=957]Epoch 219/400: 55%|█████▍ | 219/400 [07:41<06:07, 2.03s/it, v_num=1, train_loss=957]Epoch 219/400: 55%|█████▍ | 219/400 [07:41<06:07, 2.03s/it, v_num=1, train_loss=957]Epoch 220/400: 55%|█████▍ | 219/400 [07:41<06:07, 2.03s/it, v_num=1, train_loss=957]Epoch 220/400: 55%|█████▌ | 220/400 [07:43<06:03, 2.02s/it, v_num=1, train_loss=957]Epoch 220/400: 55%|█████▌ | 220/400 [07:43<06:03, 2.02s/it, v_num=1, train_loss=957]Epoch 221/400: 55%|█████▌ | 220/400 [07:43<06:03, 2.02s/it, v_num=1, train_loss=957]Epoch 221/400: 55%|█████▌ | 221/400 [07:45<06:00, 2.01s/it, v_num=1, train_loss=957]Epoch 221/400: 55%|█████▌ | 221/400 [07:45<06:00, 2.01s/it, v_num=1, train_loss=957]Epoch 222/400: 55%|█████▌ | 221/400 [07:45<06:00, 2.01s/it, v_num=1, train_loss=957]Epoch 222/400: 56%|█████▌ | 222/400 [07:47<05:53, 1.99s/it, v_num=1, train_loss=957]Epoch 222/400: 56%|█████▌ | 222/400 [07:47<05:53, 1.99s/it, v_num=1, train_loss=957]Epoch 223/400: 56%|█████▌ | 222/400 [07:47<05:53, 1.99s/it, v_num=1, train_loss=957]Epoch 223/400: 56%|█████▌ | 223/400 [07:49<06:11, 2.10s/it, v_num=1, train_loss=957]Epoch 223/400: 56%|█████▌ | 223/400 [07:49<06:11, 2.10s/it, v_num=1, train_loss=957]Epoch 224/400: 56%|█████▌ | 223/400 [07:49<06:11, 2.10s/it, v_num=1, train_loss=957]Epoch 224/400: 56%|█████▌ | 224/400 [07:51<06:16, 2.14s/it, v_num=1, train_loss=957]Epoch 224/400: 56%|█████▌ | 224/400 [07:51<06:16, 2.14s/it, v_num=1, train_loss=957]Epoch 225/400: 56%|█████▌ | 224/400 [07:51<06:16, 2.14s/it, v_num=1, train_loss=957]Epoch 225/400: 56%|█████▋ | 225/400 [07:53<06:06, 2.09s/it, v_num=1, train_loss=957]Epoch 225/400: 56%|█████▋ | 225/400 [07:53<06:06, 2.09s/it, v_num=1, train_loss=957]Epoch 226/400: 56%|█████▋ | 225/400 [07:53<06:06, 2.09s/it, v_num=1, train_loss=957]Epoch 226/400: 56%|█████▋ | 226/400 [07:56<06:19, 2.18s/it, v_num=1, train_loss=957]Epoch 226/400: 56%|█████▋ | 226/400 [07:56<06:19, 2.18s/it, v_num=1, train_loss=957]Epoch 227/400: 56%|█████▋ | 226/400 [07:56<06:19, 2.18s/it, v_num=1, train_loss=957]Epoch 227/400: 57%|█████▋ | 227/400 [07:58<06:17, 2.18s/it, v_num=1, train_loss=957]Epoch 227/400: 57%|█████▋ | 227/400 [07:58<06:17, 2.18s/it, v_num=1, train_loss=957]Epoch 228/400: 57%|█████▋ | 227/400 [07:58<06:17, 2.18s/it, v_num=1, train_loss=957]Epoch 228/400: 57%|█████▋ | 228/400 [08:00<06:12, 2.16s/it, v_num=1, train_loss=957]Epoch 228/400: 57%|█████▋ | 228/400 [08:00<06:12, 2.16s/it, v_num=1, train_loss=957]Epoch 229/400: 57%|█████▋ | 228/400 [08:00<06:12, 2.16s/it, v_num=1, train_loss=957]Epoch 229/400: 57%|█████▋ | 229/400 [08:02<06:05, 2.14s/it, v_num=1, train_loss=957]Epoch 229/400: 57%|█████▋ | 229/400 [08:02<06:05, 2.14s/it, v_num=1, train_loss=957]Epoch 230/400: 57%|█████▋ | 229/400 [08:02<06:05, 2.14s/it, v_num=1, train_loss=957]Epoch 230/400: 57%|█████▊ | 230/400 [08:04<06:08, 2.17s/it, v_num=1, train_loss=957]Epoch 230/400: 57%|█████▊ | 230/400 [08:04<06:08, 2.17s/it, v_num=1, train_loss=957]Epoch 231/400: 57%|█████▊ | 230/400 [08:04<06:08, 2.17s/it, v_num=1, train_loss=957]Epoch 231/400: 58%|█████▊ | 231/400 [08:06<05:58, 2.12s/it, v_num=1, train_loss=957]Epoch 231/400: 58%|█████▊ | 231/400 [08:06<05:58, 2.12s/it, v_num=1, train_loss=957]Epoch 232/400: 58%|█████▊ | 231/400 [08:06<05:58, 2.12s/it, v_num=1, train_loss=957]Epoch 232/400: 58%|█████▊ | 232/400 [08:08<05:44, 2.05s/it, v_num=1, train_loss=957]Epoch 232/400: 58%|█████▊ | 232/400 [08:08<05:44, 2.05s/it, v_num=1, train_loss=957]Epoch 233/400: 58%|█████▊ | 232/400 [08:08<05:44, 2.05s/it, v_num=1, train_loss=957]Epoch 233/400: 58%|█████▊ | 233/400 [08:10<05:32, 1.99s/it, v_num=1, train_loss=957]Epoch 233/400: 58%|█████▊ | 233/400 [08:10<05:32, 1.99s/it, v_num=1, train_loss=957]Epoch 234/400: 58%|█████▊ | 233/400 [08:10<05:32, 1.99s/it, v_num=1, train_loss=957]Epoch 234/400: 58%|█████▊ | 234/400 [08:12<05:36, 2.03s/it, v_num=1, train_loss=957]Epoch 234/400: 58%|█████▊ | 234/400 [08:12<05:36, 2.03s/it, v_num=1, train_loss=957]Epoch 235/400: 58%|█████▊ | 234/400 [08:12<05:36, 2.03s/it, v_num=1, train_loss=957]Epoch 235/400: 59%|█████▉ | 235/400 [08:14<05:45, 2.09s/it, v_num=1, train_loss=957]Epoch 235/400: 59%|█████▉ | 235/400 [08:14<05:45, 2.09s/it, v_num=1, train_loss=957]Epoch 236/400: 59%|█████▉ | 235/400 [08:14<05:45, 2.09s/it, v_num=1, train_loss=957]Epoch 236/400: 59%|█████▉ | 236/400 [08:16<05:44, 2.10s/it, v_num=1, train_loss=957]Epoch 236/400: 59%|█████▉ | 236/400 [08:16<05:44, 2.10s/it, v_num=1, train_loss=957]Epoch 237/400: 59%|█████▉ | 236/400 [08:16<05:44, 2.10s/it, v_num=1, train_loss=957]Epoch 237/400: 59%|█████▉ | 237/400 [08:19<05:43, 2.11s/it, v_num=1, train_loss=957]Epoch 237/400: 59%|█████▉ | 237/400 [08:19<05:43, 2.11s/it, v_num=1, train_loss=957]Epoch 238/400: 59%|█████▉ | 237/400 [08:19<05:43, 2.11s/it, v_num=1, train_loss=957]Epoch 238/400: 60%|█████▉ | 238/400 [08:21<05:41, 2.11s/it, v_num=1, train_loss=957]Epoch 238/400: 60%|█████▉ | 238/400 [08:21<05:41, 2.11s/it, v_num=1, train_loss=957]Epoch 239/400: 60%|█████▉ | 238/400 [08:21<05:41, 2.11s/it, v_num=1, train_loss=957]Epoch 239/400: 60%|█████▉ | 239/400 [08:23<05:32, 2.07s/it, v_num=1, train_loss=957]Epoch 239/400: 60%|█████▉ | 239/400 [08:23<05:32, 2.07s/it, v_num=1, train_loss=957]Epoch 240/400: 60%|█████▉ | 239/400 [08:23<05:32, 2.07s/it, v_num=1, train_loss=957]Epoch 240/400: 60%|██████ | 240/400 [08:25<05:31, 2.07s/it, v_num=1, train_loss=957]Epoch 240/400: 60%|██████ | 240/400 [08:25<05:31, 2.07s/it, v_num=1, train_loss=957]Epoch 241/400: 60%|██████ | 240/400 [08:25<05:31, 2.07s/it, v_num=1, train_loss=957]Epoch 241/400: 60%|██████ | 241/400 [08:27<05:22, 2.03s/it, v_num=1, train_loss=957]Epoch 241/400: 60%|██████ | 241/400 [08:27<05:22, 2.03s/it, v_num=1, train_loss=957]Epoch 242/400: 60%|██████ | 241/400 [08:27<05:22, 2.03s/it, v_num=1, train_loss=957]Epoch 242/400: 60%|██████ | 242/400 [08:29<05:21, 2.03s/it, v_num=1, train_loss=957]Epoch 242/400: 60%|██████ | 242/400 [08:29<05:21, 2.03s/it, v_num=1, train_loss=957]Epoch 243/400: 60%|██████ | 242/400 [08:29<05:21, 2.03s/it, v_num=1, train_loss=957]Epoch 243/400: 61%|██████ | 243/400 [08:31<05:15, 2.01s/it, v_num=1, train_loss=957]Epoch 243/400: 61%|██████ | 243/400 [08:31<05:15, 2.01s/it, v_num=1, train_loss=957]Epoch 244/400: 61%|██████ | 243/400 [08:31<05:15, 2.01s/it, v_num=1, train_loss=957]Epoch 244/400: 61%|██████ | 244/400 [08:33<05:20, 2.05s/it, v_num=1, train_loss=957]Epoch 244/400: 61%|██████ | 244/400 [08:33<05:20, 2.05s/it, v_num=1, train_loss=958]Epoch 245/400: 61%|██████ | 244/400 [08:33<05:20, 2.05s/it, v_num=1, train_loss=958]Epoch 245/400: 61%|██████▏ | 245/400 [08:35<05:32, 2.15s/it, v_num=1, train_loss=958]Epoch 245/400: 61%|██████▏ | 245/400 [08:35<05:32, 2.15s/it, v_num=1, train_loss=957]Epoch 246/400: 61%|██████▏ | 245/400 [08:35<05:32, 2.15s/it, v_num=1, train_loss=957]Epoch 246/400: 62%|██████▏ | 246/400 [08:37<05:35, 2.18s/it, v_num=1, train_loss=957]Epoch 246/400: 62%|██████▏ | 246/400 [08:37<05:35, 2.18s/it, v_num=1, train_loss=957]Epoch 247/400: 62%|██████▏ | 246/400 [08:37<05:35, 2.18s/it, v_num=1, train_loss=957]Epoch 247/400: 62%|██████▏ | 247/400 [08:39<05:19, 2.09s/it, v_num=1, train_loss=957]Epoch 247/400: 62%|██████▏ | 247/400 [08:39<05:19, 2.09s/it, v_num=1, train_loss=957]Epoch 248/400: 62%|██████▏ | 247/400 [08:39<05:19, 2.09s/it, v_num=1, train_loss=957]Epoch 248/400: 62%|██████▏ | 248/400 [08:41<05:19, 2.10s/it, v_num=1, train_loss=957]Epoch 248/400: 62%|██████▏ | 248/400 [08:41<05:19, 2.10s/it, v_num=1, train_loss=957]Epoch 249/400: 62%|██████▏ | 248/400 [08:41<05:19, 2.10s/it, v_num=1, train_loss=957]Epoch 249/400: 62%|██████▏ | 249/400 [08:44<05:20, 2.12s/it, v_num=1, train_loss=957]Epoch 249/400: 62%|██████▏ | 249/400 [08:44<05:20, 2.12s/it, v_num=1, train_loss=957]Epoch 250/400: 62%|██████▏ | 249/400 [08:44<05:20, 2.12s/it, v_num=1, train_loss=957]Epoch 250/400: 62%|██████▎ | 250/400 [08:46<05:17, 2.11s/it, v_num=1, train_loss=957]Epoch 250/400: 62%|██████▎ | 250/400 [08:46<05:17, 2.11s/it, v_num=1, train_loss=957]Epoch 251/400: 62%|██████▎ | 250/400 [08:46<05:17, 2.11s/it, v_num=1, train_loss=957]Epoch 251/400: 63%|██████▎ | 251/400 [08:48<05:17, 2.13s/it, v_num=1, train_loss=957]Epoch 251/400: 63%|██████▎ | 251/400 [08:48<05:17, 2.13s/it, v_num=1, train_loss=958]Epoch 252/400: 63%|██████▎ | 251/400 [08:48<05:17, 2.13s/it, v_num=1, train_loss=958]Epoch 252/400: 63%|██████▎ | 252/400 [08:50<05:11, 2.10s/it, v_num=1, train_loss=958]Epoch 252/400: 63%|██████▎ | 252/400 [08:50<05:11, 2.10s/it, v_num=1, train_loss=957]Epoch 253/400: 63%|██████▎ | 252/400 [08:50<05:11, 2.10s/it, v_num=1, train_loss=957]Epoch 253/400: 63%|██████▎ | 253/400 [08:52<05:04, 2.07s/it, v_num=1, train_loss=957]Epoch 253/400: 63%|██████▎ | 253/400 [08:52<05:04, 2.07s/it, v_num=1, train_loss=957]Epoch 254/400: 63%|██████▎ | 253/400 [08:52<05:04, 2.07s/it, v_num=1, train_loss=957]Epoch 254/400: 64%|██████▎ | 254/400 [08:54<05:09, 2.12s/it, v_num=1, train_loss=957]Epoch 254/400: 64%|██████▎ | 254/400 [08:54<05:09, 2.12s/it, v_num=1, train_loss=957]Epoch 255/400: 64%|██████▎ | 254/400 [08:54<05:09, 2.12s/it, v_num=1, train_loss=957]Epoch 255/400: 64%|██████▍ | 255/400 [08:56<05:03, 2.09s/it, v_num=1, train_loss=957]Epoch 255/400: 64%|██████▍ | 255/400 [08:56<05:03, 2.09s/it, v_num=1, train_loss=957]Epoch 256/400: 64%|██████▍ | 255/400 [08:56<05:03, 2.09s/it, v_num=1, train_loss=957]Epoch 256/400: 64%|██████▍ | 256/400 [08:58<04:56, 2.06s/it, v_num=1, train_loss=957]Epoch 256/400: 64%|██████▍ | 256/400 [08:58<04:56, 2.06s/it, v_num=1, train_loss=957]Epoch 257/400: 64%|██████▍ | 256/400 [08:58<04:56, 2.06s/it, v_num=1, train_loss=957]Epoch 257/400: 64%|██████▍ | 257/400 [09:00<04:50, 2.03s/it, v_num=1, train_loss=957]Epoch 257/400: 64%|██████▍ | 257/400 [09:00<04:50, 2.03s/it, v_num=1, train_loss=957]Epoch 258/400: 64%|██████▍ | 257/400 [09:00<04:50, 2.03s/it, v_num=1, train_loss=957]Epoch 258/400: 64%|██████▍ | 258/400 [09:02<04:45, 2.01s/it, v_num=1, train_loss=957]Epoch 258/400: 64%|██████▍ | 258/400 [09:02<04:45, 2.01s/it, v_num=1, train_loss=957]Epoch 259/400: 64%|██████▍ | 258/400 [09:02<04:45, 2.01s/it, v_num=1, train_loss=957]Epoch 259/400: 65%|██████▍ | 259/400 [09:04<04:45, 2.02s/it, v_num=1, train_loss=957]Epoch 259/400: 65%|██████▍ | 259/400 [09:04<04:45, 2.02s/it, v_num=1, train_loss=957]Epoch 260/400: 65%|██████▍ | 259/400 [09:04<04:45, 2.02s/it, v_num=1, train_loss=957]Epoch 260/400: 65%|██████▌ | 260/400 [09:06<04:48, 2.06s/it, v_num=1, train_loss=957]Epoch 260/400: 65%|██████▌ | 260/400 [09:06<04:48, 2.06s/it, v_num=1, train_loss=958]Epoch 261/400: 65%|██████▌ | 260/400 [09:06<04:48, 2.06s/it, v_num=1, train_loss=958]Epoch 261/400: 65%|██████▌ | 261/400 [09:08<04:44, 2.04s/it, v_num=1, train_loss=958]Epoch 261/400: 65%|██████▌ | 261/400 [09:08<04:44, 2.04s/it, v_num=1, train_loss=957]Epoch 262/400: 65%|██████▌ | 261/400 [09:08<04:44, 2.04s/it, v_num=1, train_loss=957]Epoch 262/400: 66%|██████▌ | 262/400 [09:10<04:39, 2.02s/it, v_num=1, train_loss=957]Epoch 262/400: 66%|██████▌ | 262/400 [09:10<04:39, 2.02s/it, v_num=1, train_loss=957]Epoch 263/400: 66%|██████▌ | 262/400 [09:10<04:39, 2.02s/it, v_num=1, train_loss=957]Epoch 263/400: 66%|██████▌ | 263/400 [09:12<04:45, 2.09s/it, v_num=1, train_loss=957]Epoch 263/400: 66%|██████▌ | 263/400 [09:12<04:45, 2.09s/it, v_num=1, train_loss=957]Epoch 264/400: 66%|██████▌ | 263/400 [09:12<04:45, 2.09s/it, v_num=1, train_loss=957]Epoch 264/400: 66%|██████▌ | 264/400 [09:15<04:48, 2.12s/it, v_num=1, train_loss=957]Epoch 264/400: 66%|██████▌ | 264/400 [09:15<04:48, 2.12s/it, v_num=1, train_loss=957]Epoch 265/400: 66%|██████▌ | 264/400 [09:15<04:48, 2.12s/it, v_num=1, train_loss=957]Epoch 265/400: 66%|██████▋ | 265/400 [09:17<04:56, 2.19s/it, v_num=1, train_loss=957]Epoch 265/400: 66%|██████▋ | 265/400 [09:17<04:56, 2.19s/it, v_num=1, train_loss=957]Epoch 266/400: 66%|██████▋ | 265/400 [09:17<04:56, 2.19s/it, v_num=1, train_loss=957]Epoch 266/400: 66%|██████▋ | 266/400 [09:19<05:02, 2.26s/it, v_num=1, train_loss=957]Epoch 266/400: 66%|██████▋ | 266/400 [09:19<05:02, 2.26s/it, v_num=1, train_loss=958]Epoch 267/400: 66%|██████▋ | 266/400 [09:19<05:02, 2.26s/it, v_num=1, train_loss=958]Epoch 267/400: 67%|██████▋ | 267/400 [09:22<04:54, 2.21s/it, v_num=1, train_loss=958]Epoch 267/400: 67%|██████▋ | 267/400 [09:22<04:54, 2.21s/it, v_num=1, train_loss=957]Epoch 268/400: 67%|██████▋ | 267/400 [09:22<04:54, 2.21s/it, v_num=1, train_loss=957]Epoch 268/400: 67%|██████▋ | 268/400 [09:23<04:40, 2.12s/it, v_num=1, train_loss=957]Epoch 268/400: 67%|██████▋ | 268/400 [09:23<04:40, 2.12s/it, v_num=1, train_loss=957]Epoch 269/400: 67%|██████▋ | 268/400 [09:23<04:40, 2.12s/it, v_num=1, train_loss=957]Epoch 269/400: 67%|██████▋ | 269/400 [09:26<04:41, 2.15s/it, v_num=1, train_loss=957]Epoch 269/400: 67%|██████▋ | 269/400 [09:26<04:41, 2.15s/it, v_num=1, train_loss=957]Epoch 270/400: 67%|██████▋ | 269/400 [09:26<04:41, 2.15s/it, v_num=1, train_loss=957]Epoch 270/400: 68%|██████▊ | 270/400 [09:28<04:39, 2.15s/it, v_num=1, train_loss=957]Epoch 270/400: 68%|██████▊ | 270/400 [09:28<04:39, 2.15s/it, v_num=1, train_loss=957]Epoch 271/400: 68%|██████▊ | 270/400 [09:28<04:39, 2.15s/it, v_num=1, train_loss=957]Epoch 271/400: 68%|██████▊ | 271/400 [09:30<04:42, 2.19s/it, v_num=1, train_loss=957]Epoch 271/400: 68%|██████▊ | 271/400 [09:30<04:42, 2.19s/it, v_num=1, train_loss=957]Epoch 272/400: 68%|██████▊ | 271/400 [09:30<04:42, 2.19s/it, v_num=1, train_loss=957]Epoch 272/400: 68%|██████▊ | 272/400 [09:32<04:42, 2.21s/it, v_num=1, train_loss=957]Epoch 272/400: 68%|██████▊ | 272/400 [09:32<04:42, 2.21s/it, v_num=1, train_loss=957]Epoch 273/400: 68%|██████▊ | 272/400 [09:32<04:42, 2.21s/it, v_num=1, train_loss=957]Epoch 273/400: 68%|██████▊ | 273/400 [09:35<04:40, 2.21s/it, v_num=1, train_loss=957]Epoch 273/400: 68%|██████▊ | 273/400 [09:35<04:40, 2.21s/it, v_num=1, train_loss=957]Epoch 274/400: 68%|██████▊ | 273/400 [09:35<04:40, 2.21s/it, v_num=1, train_loss=957]Epoch 274/400: 68%|██████▊ | 274/400 [09:36<04:27, 2.12s/it, v_num=1, train_loss=957]Epoch 274/400: 68%|██████▊ | 274/400 [09:36<04:27, 2.12s/it, v_num=1, train_loss=957]Epoch 275/400: 68%|██████▊ | 274/400 [09:36<04:27, 2.12s/it, v_num=1, train_loss=957]Epoch 275/400: 69%|██████▉ | 275/400 [09:39<04:24, 2.11s/it, v_num=1, train_loss=957]Epoch 275/400: 69%|██████▉ | 275/400 [09:39<04:24, 2.11s/it, v_num=1, train_loss=957]Epoch 276/400: 69%|██████▉ | 275/400 [09:39<04:24, 2.11s/it, v_num=1, train_loss=957]Epoch 276/400: 69%|██████▉ | 276/400 [09:41<04:15, 2.06s/it, v_num=1, train_loss=957]Epoch 276/400: 69%|██████▉ | 276/400 [09:41<04:15, 2.06s/it, v_num=1, train_loss=957]Epoch 277/400: 69%|██████▉ | 276/400 [09:41<04:15, 2.06s/it, v_num=1, train_loss=957]Epoch 277/400: 69%|██████▉ | 277/400 [09:43<04:20, 2.12s/it, v_num=1, train_loss=957]Epoch 277/400: 69%|██████▉ | 277/400 [09:43<04:20, 2.12s/it, v_num=1, train_loss=957]Epoch 278/400: 69%|██████▉ | 277/400 [09:43<04:20, 2.12s/it, v_num=1, train_loss=957]Epoch 278/400: 70%|██████▉ | 278/400 [09:45<04:06, 2.02s/it, v_num=1, train_loss=957]Epoch 278/400: 70%|██████▉ | 278/400 [09:45<04:06, 2.02s/it, v_num=1, train_loss=957]Epoch 279/400: 70%|██████▉ | 278/400 [09:45<04:06, 2.02s/it, v_num=1, train_loss=957]Epoch 279/400: 70%|██████▉ | 279/400 [09:46<03:59, 1.98s/it, v_num=1, train_loss=957]Epoch 279/400: 70%|██████▉ | 279/400 [09:46<03:59, 1.98s/it, v_num=1, train_loss=957]Epoch 280/400: 70%|██████▉ | 279/400 [09:46<03:59, 1.98s/it, v_num=1, train_loss=957]Epoch 280/400: 70%|███████ | 280/400 [09:49<04:11, 2.09s/it, v_num=1, train_loss=957]Epoch 280/400: 70%|███████ | 280/400 [09:49<04:11, 2.09s/it, v_num=1, train_loss=957]Epoch 281/400: 70%|███████ | 280/400 [09:49<04:11, 2.09s/it, v_num=1, train_loss=957]Epoch 281/400: 70%|███████ | 281/400 [09:51<04:19, 2.18s/it, v_num=1, train_loss=957]Epoch 281/400: 70%|███████ | 281/400 [09:51<04:19, 2.18s/it, v_num=1, train_loss=957]Epoch 282/400: 70%|███████ | 281/400 [09:51<04:19, 2.18s/it, v_num=1, train_loss=957]Epoch 282/400: 70%|███████ | 282/400 [09:53<04:18, 2.19s/it, v_num=1, train_loss=957]Epoch 282/400: 70%|███████ | 282/400 [09:53<04:18, 2.19s/it, v_num=1, train_loss=957]Epoch 283/400: 70%|███████ | 282/400 [09:53<04:18, 2.19s/it, v_num=1, train_loss=957]Epoch 283/400: 71%|███████ | 283/400 [09:55<04:10, 2.14s/it, v_num=1, train_loss=957]Epoch 283/400: 71%|███████ | 283/400 [09:55<04:10, 2.14s/it, v_num=1, train_loss=957]Epoch 284/400: 71%|███████ | 283/400 [09:55<04:10, 2.14s/it, v_num=1, train_loss=957]Epoch 284/400: 71%|███████ | 284/400 [09:58<04:06, 2.13s/it, v_num=1, train_loss=957]Epoch 284/400: 71%|███████ | 284/400 [09:58<04:06, 2.13s/it, v_num=1, train_loss=957]Epoch 285/400: 71%|███████ | 284/400 [09:58<04:06, 2.13s/it, v_num=1, train_loss=957]Epoch 285/400: 71%|███████▏ | 285/400 [09:59<03:58, 2.08s/it, v_num=1, train_loss=957]Epoch 285/400: 71%|███████▏ | 285/400 [09:59<03:58, 2.08s/it, v_num=1, train_loss=957]Epoch 286/400: 71%|███████▏ | 285/400 [09:59<03:58, 2.08s/it, v_num=1, train_loss=957]Epoch 286/400: 72%|███████▏ | 286/400 [10:01<03:51, 2.03s/it, v_num=1, train_loss=957]Epoch 286/400: 72%|███████▏ | 286/400 [10:01<03:51, 2.03s/it, v_num=1, train_loss=957]Epoch 287/400: 72%|███████▏ | 286/400 [10:01<03:51, 2.03s/it, v_num=1, train_loss=957]Epoch 287/400: 72%|███████▏ | 287/400 [10:03<03:47, 2.02s/it, v_num=1, train_loss=957]Epoch 287/400: 72%|███████▏ | 287/400 [10:03<03:47, 2.02s/it, v_num=1, train_loss=957]Epoch 288/400: 72%|███████▏ | 287/400 [10:03<03:47, 2.02s/it, v_num=1, train_loss=957]Epoch 288/400: 72%|███████▏ | 288/400 [10:06<03:49, 2.05s/it, v_num=1, train_loss=957]Epoch 288/400: 72%|███████▏ | 288/400 [10:06<03:49, 2.05s/it, v_num=1, train_loss=957]Epoch 289/400: 72%|███████▏ | 288/400 [10:06<03:49, 2.05s/it, v_num=1, train_loss=957]Epoch 289/400: 72%|███████▏ | 289/400 [10:08<03:52, 2.09s/it, v_num=1, train_loss=957]Epoch 289/400: 72%|███████▏ | 289/400 [10:08<03:52, 2.09s/it, v_num=1, train_loss=957]Epoch 290/400: 72%|███████▏ | 289/400 [10:08<03:52, 2.09s/it, v_num=1, train_loss=957]Epoch 290/400: 72%|███████▎ | 290/400 [10:10<03:50, 2.09s/it, v_num=1, train_loss=957]Epoch 290/400: 72%|███████▎ | 290/400 [10:10<03:50, 2.09s/it, v_num=1, train_loss=957]Epoch 291/400: 72%|███████▎ | 290/400 [10:10<03:50, 2.09s/it, v_num=1, train_loss=957]Epoch 291/400: 73%|███████▎ | 291/400 [10:12<03:42, 2.04s/it, v_num=1, train_loss=957]Epoch 291/400: 73%|███████▎ | 291/400 [10:12<03:42, 2.04s/it, v_num=1, train_loss=957]Epoch 292/400: 73%|███████▎ | 291/400 [10:12<03:42, 2.04s/it, v_num=1, train_loss=957]Epoch 292/400: 73%|███████▎ | 292/400 [10:14<03:34, 1.99s/it, v_num=1, train_loss=957]Epoch 292/400: 73%|███████▎ | 292/400 [10:14<03:34, 1.99s/it, v_num=1, train_loss=957]Epoch 293/400: 73%|███████▎ | 292/400 [10:14<03:34, 1.99s/it, v_num=1, train_loss=957]Epoch 293/400: 73%|███████▎ | 293/400 [10:16<03:45, 2.11s/it, v_num=1, train_loss=957]Epoch 293/400: 73%|███████▎ | 293/400 [10:16<03:45, 2.11s/it, v_num=1, train_loss=957]Epoch 294/400: 73%|███████▎ | 293/400 [10:16<03:45, 2.11s/it, v_num=1, train_loss=957]Epoch 294/400: 74%|███████▎ | 294/400 [10:18<03:40, 2.08s/it, v_num=1, train_loss=957]Epoch 294/400: 74%|███████▎ | 294/400 [10:18<03:40, 2.08s/it, v_num=1, train_loss=957]Epoch 295/400: 74%|███████▎ | 294/400 [10:18<03:40, 2.08s/it, v_num=1, train_loss=957]Epoch 295/400: 74%|███████▍ | 295/400 [10:20<03:32, 2.02s/it, v_num=1, train_loss=957]Epoch 295/400: 74%|███████▍ | 295/400 [10:20<03:32, 2.02s/it, v_num=1, train_loss=958]Epoch 296/400: 74%|███████▍ | 295/400 [10:20<03:32, 2.02s/it, v_num=1, train_loss=958]Epoch 296/400: 74%|███████▍ | 296/400 [10:22<03:24, 1.96s/it, v_num=1, train_loss=958]Epoch 296/400: 74%|███████▍ | 296/400 [10:22<03:24, 1.96s/it, v_num=1, train_loss=957]Epoch 297/400: 74%|███████▍ | 296/400 [10:22<03:24, 1.96s/it, v_num=1, train_loss=957]Epoch 297/400: 74%|███████▍ | 297/400 [10:24<03:24, 1.98s/it, v_num=1, train_loss=957]Epoch 297/400: 74%|███████▍ | 297/400 [10:24<03:24, 1.98s/it, v_num=1, train_loss=957]Epoch 298/400: 74%|███████▍ | 297/400 [10:24<03:24, 1.98s/it, v_num=1, train_loss=957]Epoch 298/400: 74%|███████▍ | 298/400 [10:26<03:25, 2.02s/it, v_num=1, train_loss=957]Epoch 298/400: 74%|███████▍ | 298/400 [10:26<03:25, 2.02s/it, v_num=1, train_loss=958]Epoch 299/400: 74%|███████▍ | 298/400 [10:26<03:25, 2.02s/it, v_num=1, train_loss=958]Epoch 299/400: 75%|███████▍ | 299/400 [10:28<03:22, 2.01s/it, v_num=1, train_loss=958]Epoch 299/400: 75%|███████▍ | 299/400 [10:28<03:22, 2.01s/it, v_num=1, train_loss=958]Epoch 300/400: 75%|███████▍ | 299/400 [10:28<03:22, 2.01s/it, v_num=1, train_loss=958]Epoch 300/400: 75%|███████▌ | 300/400 [10:30<03:22, 2.03s/it, v_num=1, train_loss=958]Epoch 300/400: 75%|███████▌ | 300/400 [10:30<03:22, 2.03s/it, v_num=1, train_loss=957]Epoch 301/400: 75%|███████▌ | 300/400 [10:30<03:22, 2.03s/it, v_num=1, train_loss=957]Epoch 301/400: 75%|███████▌ | 301/400 [10:32<03:27, 2.09s/it, v_num=1, train_loss=957]Epoch 301/400: 75%|███████▌ | 301/400 [10:32<03:27, 2.09s/it, v_num=1, train_loss=958]Epoch 302/400: 75%|███████▌ | 301/400 [10:32<03:27, 2.09s/it, v_num=1, train_loss=958]Epoch 302/400: 76%|███████▌ | 302/400 [10:34<03:24, 2.09s/it, v_num=1, train_loss=958]Epoch 302/400: 76%|███████▌ | 302/400 [10:34<03:24, 2.09s/it, v_num=1, train_loss=957]Epoch 303/400: 76%|███████▌ | 302/400 [10:34<03:24, 2.09s/it, v_num=1, train_loss=957]Epoch 303/400: 76%|███████▌ | 303/400 [10:36<03:24, 2.11s/it, v_num=1, train_loss=957]Epoch 303/400: 76%|███████▌ | 303/400 [10:36<03:24, 2.11s/it, v_num=1, train_loss=957]Epoch 304/400: 76%|███████▌ | 303/400 [10:36<03:24, 2.11s/it, v_num=1, train_loss=957]Epoch 304/400: 76%|███████▌ | 304/400 [10:39<03:27, 2.17s/it, v_num=1, train_loss=957]Epoch 304/400: 76%|███████▌ | 304/400 [10:39<03:27, 2.17s/it, v_num=1, train_loss=957]Epoch 305/400: 76%|███████▌ | 304/400 [10:39<03:27, 2.17s/it, v_num=1, train_loss=957]Epoch 305/400: 76%|███████▋ | 305/400 [10:41<03:30, 2.22s/it, v_num=1, train_loss=957]Epoch 305/400: 76%|███████▋ | 305/400 [10:41<03:30, 2.22s/it, v_num=1, train_loss=957]Epoch 306/400: 76%|███████▋ | 305/400 [10:41<03:30, 2.22s/it, v_num=1, train_loss=957]Epoch 306/400: 76%|███████▋ | 306/400 [10:43<03:28, 2.21s/it, v_num=1, train_loss=957]Epoch 306/400: 76%|███████▋ | 306/400 [10:43<03:28, 2.21s/it, v_num=1, train_loss=957]Epoch 307/400: 76%|███████▋ | 306/400 [10:43<03:28, 2.21s/it, v_num=1, train_loss=957]Epoch 307/400: 77%|███████▋ | 307/400 [10:46<03:29, 2.26s/it, v_num=1, train_loss=957]Epoch 307/400: 77%|███████▋ | 307/400 [10:46<03:29, 2.26s/it, v_num=1, train_loss=957]Epoch 308/400: 77%|███████▋ | 307/400 [10:46<03:29, 2.26s/it, v_num=1, train_loss=957]Epoch 308/400: 77%|███████▋ | 308/400 [10:48<03:25, 2.24s/it, v_num=1, train_loss=957]Epoch 308/400: 77%|███████▋ | 308/400 [10:48<03:25, 2.24s/it, v_num=1, train_loss=957]Epoch 309/400: 77%|███████▋ | 308/400 [10:48<03:25, 2.24s/it, v_num=1, train_loss=957]Epoch 309/400: 77%|███████▋ | 309/400 [10:50<03:17, 2.17s/it, v_num=1, train_loss=957]Epoch 309/400: 77%|███████▋ | 309/400 [10:50<03:17, 2.17s/it, v_num=1, train_loss=957]Epoch 310/400: 77%|███████▋ | 309/400 [10:50<03:17, 2.17s/it, v_num=1, train_loss=957]Epoch 310/400: 78%|███████▊ | 310/400 [10:52<03:07, 2.09s/it, v_num=1, train_loss=957]Epoch 310/400: 78%|███████▊ | 310/400 [10:52<03:07, 2.09s/it, v_num=1, train_loss=957]Epoch 311/400: 78%|███████▊ | 310/400 [10:52<03:07, 2.09s/it, v_num=1, train_loss=957]Epoch 311/400: 78%|███████▊ | 311/400 [10:54<03:00, 2.03s/it, v_num=1, train_loss=957]Epoch 311/400: 78%|███████▊ | 311/400 [10:54<03:00, 2.03s/it, v_num=1, train_loss=957]Epoch 312/400: 78%|███████▊ | 311/400 [10:54<03:00, 2.03s/it, v_num=1, train_loss=957]Epoch 312/400: 78%|███████▊ | 312/400 [10:56<03:02, 2.07s/it, v_num=1, train_loss=957]Epoch 312/400: 78%|███████▊ | 312/400 [10:56<03:02, 2.07s/it, v_num=1, train_loss=958]Epoch 313/400: 78%|███████▊ | 312/400 [10:56<03:02, 2.07s/it, v_num=1, train_loss=958]Epoch 313/400: 78%|███████▊ | 313/400 [10:58<02:55, 2.02s/it, v_num=1, train_loss=958]Epoch 313/400: 78%|███████▊ | 313/400 [10:58<02:55, 2.02s/it, v_num=1, train_loss=957]Epoch 314/400: 78%|███████▊ | 313/400 [10:58<02:55, 2.02s/it, v_num=1, train_loss=957]Epoch 314/400: 78%|███████▊ | 314/400 [11:00<02:58, 2.08s/it, v_num=1, train_loss=957]Epoch 314/400: 78%|███████▊ | 314/400 [11:00<02:58, 2.08s/it, v_num=1, train_loss=957]Epoch 315/400: 78%|███████▊ | 314/400 [11:00<02:58, 2.08s/it, v_num=1, train_loss=957]Epoch 315/400: 79%|███████▉ | 315/400 [11:02<02:59, 2.11s/it, v_num=1, train_loss=957]Epoch 315/400: 79%|███████▉ | 315/400 [11:02<02:59, 2.11s/it, v_num=1, train_loss=957]Epoch 316/400: 79%|███████▉ | 315/400 [11:02<02:59, 2.11s/it, v_num=1, train_loss=957]Epoch 316/400: 79%|███████▉ | 316/400 [11:04<02:54, 2.08s/it, v_num=1, train_loss=957]Epoch 316/400: 79%|███████▉ | 316/400 [11:04<02:54, 2.08s/it, v_num=1, train_loss=958]Epoch 317/400: 79%|███████▉ | 316/400 [11:04<02:54, 2.08s/it, v_num=1, train_loss=958]Epoch 317/400: 79%|███████▉ | 317/400 [11:06<02:54, 2.10s/it, v_num=1, train_loss=958]Epoch 317/400: 79%|███████▉ | 317/400 [11:06<02:54, 2.10s/it, v_num=1, train_loss=957]Epoch 318/400: 79%|███████▉ | 317/400 [11:06<02:54, 2.10s/it, v_num=1, train_loss=957]Epoch 318/400: 80%|███████▉ | 318/400 [11:08<02:55, 2.14s/it, v_num=1, train_loss=957]Epoch 318/400: 80%|███████▉ | 318/400 [11:08<02:55, 2.14s/it, v_num=1, train_loss=957]Epoch 319/400: 80%|███████▉ | 318/400 [11:08<02:55, 2.14s/it, v_num=1, train_loss=957]Epoch 319/400: 80%|███████▉ | 319/400 [11:11<03:01, 2.24s/it, v_num=1, train_loss=957]Epoch 319/400: 80%|███████▉ | 319/400 [11:11<03:01, 2.24s/it, v_num=1, train_loss=957]Epoch 320/400: 80%|███████▉ | 319/400 [11:11<03:01, 2.24s/it, v_num=1, train_loss=957]Epoch 320/400: 80%|████████ | 320/400 [11:13<02:59, 2.24s/it, v_num=1, train_loss=957]Epoch 320/400: 80%|████████ | 320/400 [11:13<02:59, 2.24s/it, v_num=1, train_loss=958]Epoch 321/400: 80%|████████ | 320/400 [11:13<02:59, 2.24s/it, v_num=1, train_loss=958]Epoch 321/400: 80%|████████ | 321/400 [11:15<02:52, 2.19s/it, v_num=1, train_loss=958]Epoch 321/400: 80%|████████ | 321/400 [11:15<02:52, 2.19s/it, v_num=1, train_loss=957]Epoch 322/400: 80%|████████ | 321/400 [11:15<02:52, 2.19s/it, v_num=1, train_loss=957]Epoch 322/400: 80%|████████ | 322/400 [11:17<02:42, 2.09s/it, v_num=1, train_loss=957]Epoch 322/400: 80%|████████ | 322/400 [11:17<02:42, 2.09s/it, v_num=1, train_loss=957]Epoch 323/400: 80%|████████ | 322/400 [11:17<02:42, 2.09s/it, v_num=1, train_loss=957]Epoch 323/400: 81%|████████ | 323/400 [11:19<02:41, 2.09s/it, v_num=1, train_loss=957]Epoch 323/400: 81%|████████ | 323/400 [11:19<02:41, 2.09s/it, v_num=1, train_loss=958]Epoch 324/400: 81%|████████ | 323/400 [11:19<02:41, 2.09s/it, v_num=1, train_loss=958]Epoch 324/400: 81%|████████ | 324/400 [11:21<02:37, 2.07s/it, v_num=1, train_loss=958]Epoch 324/400: 81%|████████ | 324/400 [11:21<02:37, 2.07s/it, v_num=1, train_loss=957]Epoch 325/400: 81%|████████ | 324/400 [11:21<02:37, 2.07s/it, v_num=1, train_loss=957]Epoch 325/400: 81%|████████▏ | 325/400 [11:23<02:37, 2.10s/it, v_num=1, train_loss=957]Epoch 325/400: 81%|████████▏ | 325/400 [11:23<02:37, 2.10s/it, v_num=1, train_loss=957]Epoch 326/400: 81%|████████▏ | 325/400 [11:23<02:37, 2.10s/it, v_num=1, train_loss=957]Epoch 326/400: 82%|████████▏ | 326/400 [11:25<02:35, 2.10s/it, v_num=1, train_loss=957]Epoch 326/400: 82%|████████▏ | 326/400 [11:25<02:35, 2.10s/it, v_num=1, train_loss=958]Epoch 327/400: 82%|████████▏ | 326/400 [11:25<02:35, 2.10s/it, v_num=1, train_loss=958]Epoch 327/400: 82%|████████▏ | 327/400 [11:28<02:32, 2.09s/it, v_num=1, train_loss=958]Epoch 327/400: 82%|████████▏ | 327/400 [11:28<02:32, 2.09s/it, v_num=1, train_loss=957]Epoch 328/400: 82%|████████▏ | 327/400 [11:28<02:32, 2.09s/it, v_num=1, train_loss=957]Epoch 328/400: 82%|████████▏ | 328/400 [11:29<02:25, 2.03s/it, v_num=1, train_loss=957]Epoch 328/400: 82%|████████▏ | 328/400 [11:29<02:25, 2.03s/it, v_num=1, train_loss=957]Epoch 329/400: 82%|████████▏ | 328/400 [11:29<02:25, 2.03s/it, v_num=1, train_loss=957]Epoch 329/400: 82%|████████▏ | 329/400 [11:32<02:27, 2.08s/it, v_num=1, train_loss=957]Epoch 329/400: 82%|████████▏ | 329/400 [11:32<02:27, 2.08s/it, v_num=1, train_loss=957]Epoch 330/400: 82%|████████▏ | 329/400 [11:32<02:27, 2.08s/it, v_num=1, train_loss=957]Epoch 330/400: 82%|████████▎ | 330/400 [11:34<02:26, 2.09s/it, v_num=1, train_loss=957]Epoch 330/400: 82%|████████▎ | 330/400 [11:34<02:26, 2.09s/it, v_num=1, train_loss=957]Epoch 331/400: 82%|████████▎ | 330/400 [11:34<02:26, 2.09s/it, v_num=1, train_loss=957]Epoch 331/400: 83%|████████▎ | 331/400 [11:36<02:20, 2.03s/it, v_num=1, train_loss=957]Epoch 331/400: 83%|████████▎ | 331/400 [11:36<02:20, 2.03s/it, v_num=1, train_loss=958]Epoch 332/400: 83%|████████▎ | 331/400 [11:36<02:20, 2.03s/it, v_num=1, train_loss=958]Epoch 332/400: 83%|████████▎ | 332/400 [11:38<02:17, 2.02s/it, v_num=1, train_loss=958]Epoch 332/400: 83%|████████▎ | 332/400 [11:38<02:17, 2.02s/it, v_num=1, train_loss=957]Epoch 333/400: 83%|████████▎ | 332/400 [11:38<02:17, 2.02s/it, v_num=1, train_loss=957]Epoch 333/400: 83%|████████▎ | 333/400 [11:40<02:14, 2.01s/it, v_num=1, train_loss=957]Epoch 333/400: 83%|████████▎ | 333/400 [11:40<02:14, 2.01s/it, v_num=1, train_loss=958]Epoch 334/400: 83%|████████▎ | 333/400 [11:40<02:14, 2.01s/it, v_num=1, train_loss=958]Epoch 334/400: 84%|████████▎ | 334/400 [11:42<02:19, 2.11s/it, v_num=1, train_loss=958]Epoch 334/400: 84%|████████▎ | 334/400 [11:42<02:19, 2.11s/it, v_num=1, train_loss=957]Epoch 335/400: 84%|████████▎ | 334/400 [11:42<02:19, 2.11s/it, v_num=1, train_loss=957]Epoch 335/400: 84%|████████▍ | 335/400 [11:44<02:15, 2.09s/it, v_num=1, train_loss=957]Epoch 335/400: 84%|████████▍ | 335/400 [11:44<02:15, 2.09s/it, v_num=1, train_loss=957]Epoch 336/400: 84%|████████▍ | 335/400 [11:44<02:15, 2.09s/it, v_num=1, train_loss=957]Epoch 336/400: 84%|████████▍ | 336/400 [11:46<02:15, 2.12s/it, v_num=1, train_loss=957]Epoch 336/400: 84%|████████▍ | 336/400 [11:46<02:15, 2.12s/it, v_num=1, train_loss=958]Epoch 337/400: 84%|████████▍ | 336/400 [11:46<02:15, 2.12s/it, v_num=1, train_loss=958]Epoch 337/400: 84%|████████▍ | 337/400 [11:48<02:13, 2.12s/it, v_num=1, train_loss=958]Epoch 337/400: 84%|████████▍ | 337/400 [11:48<02:13, 2.12s/it, v_num=1, train_loss=958]Epoch 338/400: 84%|████████▍ | 337/400 [11:48<02:13, 2.12s/it, v_num=1, train_loss=958]Epoch 338/400: 84%|████████▍ | 338/400 [11:50<02:09, 2.08s/it, v_num=1, train_loss=958]Epoch 338/400: 84%|████████▍ | 338/400 [11:50<02:09, 2.08s/it, v_num=1, train_loss=958]Epoch 339/400: 84%|████████▍ | 338/400 [11:50<02:09, 2.08s/it, v_num=1, train_loss=958]Epoch 339/400: 85%|████████▍ | 339/400 [11:52<02:03, 2.03s/it, v_num=1, train_loss=958]Epoch 339/400: 85%|████████▍ | 339/400 [11:52<02:03, 2.03s/it, v_num=1, train_loss=958]Epoch 340/400: 85%|████████▍ | 339/400 [11:52<02:03, 2.03s/it, v_num=1, train_loss=958]Epoch 340/400: 85%|████████▌ | 340/400 [11:54<02:05, 2.10s/it, v_num=1, train_loss=958]Epoch 340/400: 85%|████████▌ | 340/400 [11:54<02:05, 2.10s/it, v_num=1, train_loss=958]Epoch 341/400: 85%|████████▌ | 340/400 [11:54<02:05, 2.10s/it, v_num=1, train_loss=958]Epoch 341/400: 85%|████████▌ | 341/400 [11:57<02:06, 2.14s/it, v_num=1, train_loss=958]Epoch 341/400: 85%|████████▌ | 341/400 [11:57<02:06, 2.14s/it, v_num=1, train_loss=958]Epoch 342/400: 85%|████████▌ | 341/400 [11:57<02:06, 2.14s/it, v_num=1, train_loss=958]Epoch 342/400: 86%|████████▌ | 342/400 [11:59<02:04, 2.14s/it, v_num=1, train_loss=958]Epoch 342/400: 86%|████████▌ | 342/400 [11:59<02:04, 2.14s/it, v_num=1, train_loss=958]Epoch 343/400: 86%|████████▌ | 342/400 [11:59<02:04, 2.14s/it, v_num=1, train_loss=958]Epoch 343/400: 86%|████████▌ | 343/400 [12:01<01:58, 2.08s/it, v_num=1, train_loss=958]Epoch 343/400: 86%|████████▌ | 343/400 [12:01<01:58, 2.08s/it, v_num=1, train_loss=958]Epoch 344/400: 86%|████████▌ | 343/400 [12:01<01:58, 2.08s/it, v_num=1, train_loss=958]Epoch 344/400: 86%|████████▌ | 344/400 [12:03<01:54, 2.04s/it, v_num=1, train_loss=958]Epoch 344/400: 86%|████████▌ | 344/400 [12:03<01:54, 2.04s/it, v_num=1, train_loss=958]Epoch 345/400: 86%|████████▌ | 344/400 [12:03<01:54, 2.04s/it, v_num=1, train_loss=958]Epoch 345/400: 86%|████████▋ | 345/400 [12:05<01:51, 2.03s/it, v_num=1, train_loss=958]Epoch 345/400: 86%|████████▋ | 345/400 [12:05<01:51, 2.03s/it, v_num=1, train_loss=957]Epoch 346/400: 86%|████████▋ | 345/400 [12:05<01:51, 2.03s/it, v_num=1, train_loss=957]Epoch 346/400: 86%|████████▋ | 346/400 [12:07<01:51, 2.06s/it, v_num=1, train_loss=957]Epoch 346/400: 86%|████████▋ | 346/400 [12:07<01:51, 2.06s/it, v_num=1, train_loss=957]Epoch 347/400: 86%|████████▋ | 346/400 [12:07<01:51, 2.06s/it, v_num=1, train_loss=957]Epoch 347/400: 87%|████████▋ | 347/400 [12:09<01:49, 2.07s/it, v_num=1, train_loss=957]Epoch 347/400: 87%|████████▋ | 347/400 [12:09<01:49, 2.07s/it, v_num=1, train_loss=957]Epoch 348/400: 87%|████████▋ | 347/400 [12:09<01:49, 2.07s/it, v_num=1, train_loss=957]Epoch 348/400: 87%|████████▋ | 348/400 [12:11<01:48, 2.08s/it, v_num=1, train_loss=957]Epoch 348/400: 87%|████████▋ | 348/400 [12:11<01:48, 2.08s/it, v_num=1, train_loss=958]Epoch 349/400: 87%|████████▋ | 348/400 [12:11<01:48, 2.08s/it, v_num=1, train_loss=958]Epoch 349/400: 87%|████████▋ | 349/400 [12:13<01:45, 2.07s/it, v_num=1, train_loss=958]Epoch 349/400: 87%|████████▋ | 349/400 [12:13<01:45, 2.07s/it, v_num=1, train_loss=958]Epoch 350/400: 87%|████████▋ | 349/400 [12:13<01:45, 2.07s/it, v_num=1, train_loss=958]Epoch 350/400: 88%|████████▊ | 350/400 [12:15<01:43, 2.06s/it, v_num=1, train_loss=958]Epoch 350/400: 88%|████████▊ | 350/400 [12:15<01:43, 2.06s/it, v_num=1, train_loss=957]Epoch 351/400: 88%|████████▊ | 350/400 [12:15<01:43, 2.06s/it, v_num=1, train_loss=957]Epoch 351/400: 88%|████████▊ | 351/400 [12:17<01:43, 2.11s/it, v_num=1, train_loss=957]Epoch 351/400: 88%|████████▊ | 351/400 [12:17<01:43, 2.11s/it, v_num=1, train_loss=957]Epoch 352/400: 88%|████████▊ | 351/400 [12:17<01:43, 2.11s/it, v_num=1, train_loss=957]Epoch 352/400: 88%|████████▊ | 352/400 [12:20<01:42, 2.15s/it, v_num=1, train_loss=957]Epoch 352/400: 88%|████████▊ | 352/400 [12:20<01:42, 2.15s/it, v_num=1, train_loss=958]Epoch 353/400: 88%|████████▊ | 352/400 [12:20<01:42, 2.15s/it, v_num=1, train_loss=958]Epoch 353/400: 88%|████████▊ | 353/400 [12:22<01:41, 2.15s/it, v_num=1, train_loss=958]Epoch 353/400: 88%|████████▊ | 353/400 [12:22<01:41, 2.15s/it, v_num=1, train_loss=958]Epoch 354/400: 88%|████████▊ | 353/400 [12:22<01:41, 2.15s/it, v_num=1, train_loss=958]Epoch 354/400: 88%|████████▊ | 354/400 [12:24<01:36, 2.10s/it, v_num=1, train_loss=958]Epoch 354/400: 88%|████████▊ | 354/400 [12:24<01:36, 2.10s/it, v_num=1, train_loss=958]Epoch 355/400: 88%|████████▊ | 354/400 [12:24<01:36, 2.10s/it, v_num=1, train_loss=958]Epoch 355/400: 89%|████████▉ | 355/400 [12:26<01:32, 2.06s/it, v_num=1, train_loss=958]Epoch 355/400: 89%|████████▉ | 355/400 [12:26<01:32, 2.06s/it, v_num=1, train_loss=957]Epoch 356/400: 89%|████████▉ | 355/400 [12:26<01:32, 2.06s/it, v_num=1, train_loss=957]Epoch 356/400: 89%|████████▉ | 356/400 [12:28<01:30, 2.05s/it, v_num=1, train_loss=957]Epoch 356/400: 89%|████████▉ | 356/400 [12:28<01:30, 2.05s/it, v_num=1, train_loss=958]Epoch 357/400: 89%|████████▉ | 356/400 [12:28<01:30, 2.05s/it, v_num=1, train_loss=958]Epoch 357/400: 89%|████████▉ | 357/400 [12:30<01:27, 2.03s/it, v_num=1, train_loss=958]Epoch 357/400: 89%|████████▉ | 357/400 [12:30<01:27, 2.03s/it, v_num=1, train_loss=958]Epoch 358/400: 89%|████████▉ | 357/400 [12:30<01:27, 2.03s/it, v_num=1, train_loss=958]Epoch 358/400: 90%|████████▉ | 358/400 [12:32<01:26, 2.05s/it, v_num=1, train_loss=958]Epoch 358/400: 90%|████████▉ | 358/400 [12:32<01:26, 2.05s/it, v_num=1, train_loss=958]Epoch 359/400: 90%|████████▉ | 358/400 [12:32<01:26, 2.05s/it, v_num=1, train_loss=958]Epoch 359/400: 90%|████████▉ | 359/400 [12:34<01:23, 2.03s/it, v_num=1, train_loss=958]Epoch 359/400: 90%|████████▉ | 359/400 [12:34<01:23, 2.03s/it, v_num=1, train_loss=958]Epoch 360/400: 90%|████████▉ | 359/400 [12:34<01:23, 2.03s/it, v_num=1, train_loss=958]Epoch 360/400: 90%|█████████ | 360/400 [12:36<01:20, 2.00s/it, v_num=1, train_loss=958]Epoch 360/400: 90%|█████████ | 360/400 [12:36<01:20, 2.00s/it, v_num=1, train_loss=958]Epoch 361/400: 90%|█████████ | 360/400 [12:36<01:20, 2.00s/it, v_num=1, train_loss=958]Epoch 361/400: 90%|█████████ | 361/400 [12:38<01:20, 2.07s/it, v_num=1, train_loss=958]Epoch 361/400: 90%|█████████ | 361/400 [12:38<01:20, 2.07s/it, v_num=1, train_loss=958]Epoch 362/400: 90%|█████████ | 361/400 [12:38<01:20, 2.07s/it, v_num=1, train_loss=958]Epoch 362/400: 90%|█████████ | 362/400 [12:40<01:20, 2.12s/it, v_num=1, train_loss=958]Epoch 362/400: 90%|█████████ | 362/400 [12:40<01:20, 2.12s/it, v_num=1, train_loss=958]Epoch 363/400: 90%|█████████ | 362/400 [12:40<01:20, 2.12s/it, v_num=1, train_loss=958]Epoch 363/400: 91%|█████████ | 363/400 [12:42<01:19, 2.16s/it, v_num=1, train_loss=958]Epoch 363/400: 91%|█████████ | 363/400 [12:42<01:19, 2.16s/it, v_num=1, train_loss=958]Epoch 364/400: 91%|█████████ | 363/400 [12:42<01:19, 2.16s/it, v_num=1, train_loss=958]Epoch 364/400: 91%|█████████ | 364/400 [12:45<01:17, 2.14s/it, v_num=1, train_loss=958]Epoch 364/400: 91%|█████████ | 364/400 [12:45<01:17, 2.14s/it, v_num=1, train_loss=957]Epoch 365/400: 91%|█████████ | 364/400 [12:45<01:17, 2.14s/it, v_num=1, train_loss=957]Epoch 365/400: 91%|█████████▏| 365/400 [12:47<01:15, 2.17s/it, v_num=1, train_loss=957]Epoch 365/400: 91%|█████████▏| 365/400 [12:47<01:15, 2.17s/it, v_num=1, train_loss=958]Epoch 366/400: 91%|█████████▏| 365/400 [12:47<01:15, 2.17s/it, v_num=1, train_loss=958]Epoch 366/400: 92%|█████████▏| 366/400 [12:49<01:13, 2.17s/it, v_num=1, train_loss=958]Epoch 366/400: 92%|█████████▏| 366/400 [12:49<01:13, 2.17s/it, v_num=1, train_loss=958]Epoch 367/400: 92%|█████████▏| 366/400 [12:49<01:13, 2.17s/it, v_num=1, train_loss=958]Epoch 367/400: 92%|█████████▏| 367/400 [12:51<01:08, 2.09s/it, v_num=1, train_loss=958]Epoch 367/400: 92%|█████████▏| 367/400 [12:51<01:08, 2.09s/it, v_num=1, train_loss=958]Epoch 368/400: 92%|█████████▏| 367/400 [12:51<01:08, 2.09s/it, v_num=1, train_loss=958]Epoch 368/400: 92%|█████████▏| 368/400 [12:53<01:08, 2.14s/it, v_num=1, train_loss=958]Epoch 368/400: 92%|█████████▏| 368/400 [12:53<01:08, 2.14s/it, v_num=1, train_loss=958]Epoch 369/400: 92%|█████████▏| 368/400 [12:53<01:08, 2.14s/it, v_num=1, train_loss=958]Epoch 369/400: 92%|█████████▏| 369/400 [12:55<01:06, 2.15s/it, v_num=1, train_loss=958]Epoch 369/400: 92%|█████████▏| 369/400 [12:55<01:06, 2.15s/it, v_num=1, train_loss=957]Epoch 370/400: 92%|█████████▏| 369/400 [12:55<01:06, 2.15s/it, v_num=1, train_loss=957]Epoch 370/400: 92%|█████████▎| 370/400 [12:58<01:05, 2.19s/it, v_num=1, train_loss=957]Epoch 370/400: 92%|█████████▎| 370/400 [12:58<01:05, 2.19s/it, v_num=1, train_loss=958]Epoch 371/400: 92%|█████████▎| 370/400 [12:58<01:05, 2.19s/it, v_num=1, train_loss=958]Epoch 371/400: 93%|█████████▎| 371/400 [13:00<01:02, 2.14s/it, v_num=1, train_loss=958]Epoch 371/400: 93%|█████████▎| 371/400 [13:00<01:02, 2.14s/it, v_num=1, train_loss=958]Epoch 372/400: 93%|█████████▎| 371/400 [13:00<01:02, 2.14s/it, v_num=1, train_loss=958]Epoch 372/400: 93%|█████████▎| 372/400 [13:02<00:59, 2.12s/it, v_num=1, train_loss=958]Epoch 372/400: 93%|█████████▎| 372/400 [13:02<00:59, 2.12s/it, v_num=1, train_loss=958]Epoch 373/400: 93%|█████████▎| 372/400 [13:02<00:59, 2.12s/it, v_num=1, train_loss=958]Epoch 373/400: 93%|█████████▎| 373/400 [13:04<00:55, 2.07s/it, v_num=1, train_loss=958]Epoch 373/400: 93%|█████████▎| 373/400 [13:04<00:55, 2.07s/it, v_num=1, train_loss=958]Epoch 374/400: 93%|█████████▎| 373/400 [13:04<00:55, 2.07s/it, v_num=1, train_loss=958]Epoch 374/400: 94%|█████████▎| 374/400 [13:06<00:55, 2.12s/it, v_num=1, train_loss=958]Epoch 374/400: 94%|█████████▎| 374/400 [13:06<00:55, 2.12s/it, v_num=1, train_loss=958]Epoch 375/400: 94%|█████████▎| 374/400 [13:06<00:55, 2.12s/it, v_num=1, train_loss=958]Epoch 375/400: 94%|█████████▍| 375/400 [13:08<00:53, 2.15s/it, v_num=1, train_loss=958]Epoch 375/400: 94%|█████████▍| 375/400 [13:08<00:53, 2.15s/it, v_num=1, train_loss=958]Epoch 376/400: 94%|█████████▍| 375/400 [13:08<00:53, 2.15s/it, v_num=1, train_loss=958]Epoch 376/400: 94%|█████████▍| 376/400 [13:10<00:51, 2.15s/it, v_num=1, train_loss=958]Epoch 376/400: 94%|█████████▍| 376/400 [13:10<00:51, 2.15s/it, v_num=1, train_loss=958]Epoch 377/400: 94%|█████████▍| 376/400 [13:10<00:51, 2.15s/it, v_num=1, train_loss=958]Epoch 377/400: 94%|█████████▍| 377/400 [13:12<00:50, 2.18s/it, v_num=1, train_loss=958]Epoch 377/400: 94%|█████████▍| 377/400 [13:12<00:50, 2.18s/it, v_num=1, train_loss=958]Epoch 378/400: 94%|█████████▍| 377/400 [13:12<00:50, 2.18s/it, v_num=1, train_loss=958]Epoch 378/400: 94%|█████████▍| 378/400 [13:15<00:47, 2.15s/it, v_num=1, train_loss=958]Epoch 378/400: 94%|█████████▍| 378/400 [13:15<00:47, 2.15s/it, v_num=1, train_loss=958]Epoch 379/400: 94%|█████████▍| 378/400 [13:15<00:47, 2.15s/it, v_num=1, train_loss=958]Epoch 379/400: 95%|█████████▍| 379/400 [13:17<00:45, 2.17s/it, v_num=1, train_loss=958]Epoch 379/400: 95%|█████████▍| 379/400 [13:17<00:45, 2.17s/it, v_num=1, train_loss=958]Epoch 380/400: 95%|█████████▍| 379/400 [13:17<00:45, 2.17s/it, v_num=1, train_loss=958]Epoch 380/400: 95%|█████████▌| 380/400 [13:19<00:41, 2.09s/it, v_num=1, train_loss=958]Epoch 380/400: 95%|█████████▌| 380/400 [13:19<00:41, 2.09s/it, v_num=1, train_loss=958]Epoch 381/400: 95%|█████████▌| 380/400 [13:19<00:41, 2.09s/it, v_num=1, train_loss=958]Epoch 381/400: 95%|█████████▌| 381/400 [13:21<00:40, 2.13s/it, v_num=1, train_loss=958]Epoch 381/400: 95%|█████████▌| 381/400 [13:21<00:40, 2.13s/it, v_num=1, train_loss=958]Epoch 382/400: 95%|█████████▌| 381/400 [13:21<00:40, 2.13s/it, v_num=1, train_loss=958]Epoch 382/400: 96%|█████████▌| 382/400 [13:23<00:37, 2.09s/it, v_num=1, train_loss=958]Epoch 382/400: 96%|█████████▌| 382/400 [13:23<00:37, 2.09s/it, v_num=1, train_loss=958]Epoch 383/400: 96%|█████████▌| 382/400 [13:23<00:37, 2.09s/it, v_num=1, train_loss=958]Epoch 383/400: 96%|█████████▌| 383/400 [13:25<00:35, 2.11s/it, v_num=1, train_loss=958]Epoch 383/400: 96%|█████████▌| 383/400 [13:25<00:35, 2.11s/it, v_num=1, train_loss=958]Epoch 384/400: 96%|█████████▌| 383/400 [13:25<00:35, 2.11s/it, v_num=1, train_loss=958]Epoch 384/400: 96%|█████████▌| 384/400 [13:27<00:32, 2.04s/it, v_num=1, train_loss=958]Epoch 384/400: 96%|█████████▌| 384/400 [13:27<00:32, 2.04s/it, v_num=1, train_loss=958]Epoch 385/400: 96%|█████████▌| 384/400 [13:27<00:32, 2.04s/it, v_num=1, train_loss=958]Epoch 385/400: 96%|█████████▋| 385/400 [13:29<00:30, 2.03s/it, v_num=1, train_loss=958]Epoch 385/400: 96%|█████████▋| 385/400 [13:29<00:30, 2.03s/it, v_num=1, train_loss=958]Epoch 386/400: 96%|█████████▋| 385/400 [13:29<00:30, 2.03s/it, v_num=1, train_loss=958]Epoch 386/400: 96%|█████████▋| 386/400 [13:31<00:27, 1.98s/it, v_num=1, train_loss=958]Epoch 386/400: 96%|█████████▋| 386/400 [13:31<00:27, 1.98s/it, v_num=1, train_loss=958]Epoch 387/400: 96%|█████████▋| 386/400 [13:31<00:27, 1.98s/it, v_num=1, train_loss=958]Epoch 387/400: 97%|█████████▋| 387/400 [13:33<00:26, 2.02s/it, v_num=1, train_loss=958]Epoch 387/400: 97%|█████████▋| 387/400 [13:33<00:26, 2.02s/it, v_num=1, train_loss=958]Epoch 388/400: 97%|█████████▋| 387/400 [13:33<00:26, 2.02s/it, v_num=1, train_loss=958]Epoch 388/400: 97%|█████████▋| 388/400 [13:35<00:25, 2.09s/it, v_num=1, train_loss=958]Epoch 388/400: 97%|█████████▋| 388/400 [13:35<00:25, 2.09s/it, v_num=1, train_loss=958]Epoch 389/400: 97%|█████████▋| 388/400 [13:35<00:25, 2.09s/it, v_num=1, train_loss=958]Epoch 389/400: 97%|█████████▋| 389/400 [13:37<00:23, 2.13s/it, v_num=1, train_loss=958]Epoch 389/400: 97%|█████████▋| 389/400 [13:37<00:23, 2.13s/it, v_num=1, train_loss=958]Epoch 390/400: 97%|█████████▋| 389/400 [13:37<00:23, 2.13s/it, v_num=1, train_loss=958]Epoch 390/400: 98%|█████████▊| 390/400 [13:40<00:21, 2.18s/it, v_num=1, train_loss=958]Epoch 390/400: 98%|█████████▊| 390/400 [13:40<00:21, 2.18s/it, v_num=1, train_loss=959]Epoch 391/400: 98%|█████████▊| 390/400 [13:40<00:21, 2.18s/it, v_num=1, train_loss=959]Epoch 391/400: 98%|█████████▊| 391/400 [13:42<00:18, 2.09s/it, v_num=1, train_loss=959]Epoch 391/400: 98%|█████████▊| 391/400 [13:42<00:18, 2.09s/it, v_num=1, train_loss=958]Epoch 392/400: 98%|█████████▊| 391/400 [13:42<00:18, 2.09s/it, v_num=1, train_loss=958]Epoch 392/400: 98%|█████████▊| 392/400 [13:44<00:16, 2.06s/it, v_num=1, train_loss=958]Epoch 392/400: 98%|█████████▊| 392/400 [13:44<00:16, 2.06s/it, v_num=1, train_loss=958]Epoch 393/400: 98%|█████████▊| 392/400 [13:44<00:16, 2.06s/it, v_num=1, train_loss=958]Epoch 393/400: 98%|█████████▊| 393/400 [13:46<00:14, 2.05s/it, v_num=1, train_loss=958]Epoch 393/400: 98%|█████████▊| 393/400 [13:46<00:14, 2.05s/it, v_num=1, train_loss=958]Epoch 394/400: 98%|█████████▊| 393/400 [13:46<00:14, 2.05s/it, v_num=1, train_loss=958]Epoch 394/400: 98%|█████████▊| 394/400 [13:48<00:12, 2.04s/it, v_num=1, train_loss=958]Epoch 394/400: 98%|█████████▊| 394/400 [13:48<00:12, 2.04s/it, v_num=1, train_loss=958]Epoch 395/400: 98%|█████████▊| 394/400 [13:48<00:12, 2.04s/it, v_num=1, train_loss=958]Epoch 395/400: 99%|█████████▉| 395/400 [13:50<00:10, 2.04s/it, v_num=1, train_loss=958]Epoch 395/400: 99%|█████████▉| 395/400 [13:50<00:10, 2.04s/it, v_num=1, train_loss=959]Epoch 396/400: 99%|█████████▉| 395/400 [13:50<00:10, 2.04s/it, v_num=1, train_loss=959]Epoch 396/400: 99%|█████████▉| 396/400 [13:52<00:08, 2.05s/it, v_num=1, train_loss=959]Epoch 396/400: 99%|█████████▉| 396/400 [13:52<00:08, 2.05s/it, v_num=1, train_loss=958]Epoch 397/400: 99%|█████████▉| 396/400 [13:52<00:08, 2.05s/it, v_num=1, train_loss=958]Epoch 397/400: 99%|█████████▉| 397/400 [13:54<00:06, 2.03s/it, v_num=1, train_loss=958]Epoch 397/400: 99%|█████████▉| 397/400 [13:54<00:06, 2.03s/it, v_num=1, train_loss=958]Epoch 398/400: 99%|█████████▉| 397/400 [13:54<00:06, 2.03s/it, v_num=1, train_loss=958]Epoch 398/400: 100%|█████████▉| 398/400 [13:56<00:03, 1.98s/it, v_num=1, train_loss=958]Epoch 398/400: 100%|█████████▉| 398/400 [13:56<00:03, 1.98s/it, v_num=1, train_loss=959]Epoch 399/400: 100%|█████████▉| 398/400 [13:56<00:03, 1.98s/it, v_num=1, train_loss=959]Epoch 399/400: 100%|█████████▉| 399/400 [13:58<00:02, 2.00s/it, v_num=1, train_loss=959]Epoch 399/400: 100%|█████████▉| 399/400 [13:58<00:02, 2.00s/it, v_num=1, train_loss=958]Epoch 400/400: 100%|█████████▉| 399/400 [13:58<00:02, 2.00s/it, v_num=1, train_loss=958]Epoch 400/400: 100%|██████████| 400/400 [14:00<00:00, 2.15s/it, v_num=1, train_loss=958]Epoch 400/400: 100%|██████████| 400/400 [14:00<00:00, 2.15s/it, v_num=1, train_loss=959]Epoch 400/400: 100%|██████████| 400/400 [14:00<00:00, 2.10s/it, v_num=1, train_loss=959]## [1] "scVI"5.4 Clustering
sce_clustering <- function(sce, layer = DefaultLayer(sce), dims = 1:10) {
# For uncorrected data, we run PCA first
if (!"PCA" %in% SingleCellExperiment::reducedDimNames(sce)) {
sce <- RunPCA(sce, subset_row = VariableFeatures(sce), layer = layer)
}
# Downstream tools automatically perceive the integration state
# (e.g., FindNeighbors will use "HARMONY" if it is the active reduction)
sce <- FindNeighbors(sce, dims = dims)
sce <- FindClusters(sce)
sce <- RunUMAP(sce, dims = dims, layer = layer)
return(sce)
}
combined_pbmc <- sce_clustering(combined_pbmc, layer = "logcounts")
rm_batch_pbmc <- sce_clustering(rm_batch_pbmc, layer = "corrected")The important point is that downstream analysis functions can now consume the integration outputs directly, without requiring users to manually point to the reconstructed assay or the HARMONY reduction. RunIntegration() sets up the active pointers in the analysis-state contract.
The merge step is also part of that story now. sce_merge() stores a non-active merged_inputs integration record, and BatchRemover() points back to it. This gives the merged object and the corrected object a connected provenance chain instead of two unrelated transformations.
You can inspect how this provenance is carried into downstream states:
## $id
## [1] "fastmnn"
##
## $type
## [1] "integration"
##
## $status
## [1] "completed"
##
## $method
## [1] "batchelor::batchCorrect"
##
## $inputs
## $inputs$assay
## [1] "logcounts"
##
## $inputs$batch
## [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [28] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [55] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [82] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [109] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [136] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [163] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [190] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [217] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [244] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [271] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [298] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [325] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [352] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [379] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [406] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [433] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [460] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [487] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [514] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [541] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [568] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [595] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [622] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [649] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [676] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [703] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [730] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [757] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [784] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [811] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [838] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [865] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [892] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [919] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [946] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [973] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1000] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1027] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1054] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1081] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1108] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1135] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1162] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1189] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1216] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1243] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1270] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1297] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1324] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1351] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1378] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1405] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1432] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1459] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1486] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1513] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1540] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1567] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1594] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1621] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1648] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1675] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1702] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1729] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1756] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1783] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1810] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1837] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1864] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1891] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1918] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1945] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1972] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1999] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2026] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2053] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2080] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2107] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2134] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2161] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2188] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2215] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2242] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2269] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2296] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2323] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2350] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2377] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2404] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2431] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2458] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2485] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2512] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2539] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2566] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2593] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [2620] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2
## [2647] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2674] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2701] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2728] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2755] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2782] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2809] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2836] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2863] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2890] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2917] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2944] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2971] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [2998] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3025] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3052] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3079] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3106] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3133] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3160] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3187] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3214] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3241] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3268] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3295] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3322] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3349] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3376] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3403] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3430] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3457] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3484] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3511] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3538] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3565] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3592] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3619] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3646] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3673] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3700] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3727] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3754] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3781] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3808] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3835] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3862] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3889] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3916] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3943] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3970] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [3997] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4024] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4051] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4078] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4105] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4132] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4159] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4186] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4213] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4240] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4267] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4294] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4321] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4348] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4375] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4402] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4429] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4456] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4483] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4510] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4537] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4564] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4591] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4618] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4645] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4672] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4699] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4726] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4753] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4780] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4807] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4834] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4861] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4888] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4915] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4942] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4969] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [4996] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5023] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5050] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5077] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5104] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5131] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5158] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5185] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5212] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5239] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5266] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5293] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5320] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5347] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5374] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5401] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5428] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5455] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5482] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5509] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5536] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5563] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5590] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5617] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5644] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5671] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5698] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5725] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5752] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5779] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5806] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5833] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5860] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5887] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5914] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5941] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5968] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [5995] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6022] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6049] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6076] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6103] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6130] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6157] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6184] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6211] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6238] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6265] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6292] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6319] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [6346] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## Levels: 1 2
##
## $inputs$hvg
## [1] "LYZ" "HLA-DRA"
## [3] "S100A9" "CD74"
## [5] "S100A8" "TYROBP"
## [7] "CST3" "S100A4"
## [9] "NKG7" "CCL5"
## [11] "HLA-DRB1" "LTB"
## [13] "FTL" "HLA-DPB1"
## [15] "LGALS1" "HLA-DPA1"
## [17] "IL32" "GNLY"
## [19] "FCER1G" "AIF1"
## [21] "LST1" "S100A6"
## [23] "JUNB" "CTSS"
## [25] "SAT1" "FTH1"
## [27] "FCN1" "FOS"
## [29] "JUN" "COTL1"
## [31] "HLA-DQB1" "CD79A"
## [33] "S100A11" "DUSP1"
## [35] "RPL34" "VIM"
## [37] "GZMA" "CD3D"
## [39] "CD79B" "GPX1"
## [41] "LGALS2" "SRGN"
## [43] "PSAP" "MT-CO2"
## [45] "TYMP" "HLA-DQA1"
## [47] "CTSW" "KLRB1"
## [49] "CST7" "GZMB"
## [51] "TCL1A" "CYBA"
## [53] "NEAT1" "GSTP1"
## [55] "GAPDH" "GZMK"
## [57] "RP11-1143G9.4" "CXCR4"
## [59] "MS4A1" "PRF1"
## [61] "FCGR3A" "LDHB"
## [63] "S100A12" "IL7R"
## [65] "FGFBP2" "ANXA1"
## [67] "ZFP36" "NPC2"
## [69] "RPSA" "SH3BGRL3"
## [71] "CCL3" "ACTB"
## [73] "CD3E" "GZMH"
## [75] "CD7" "ACTG1"
## [77] "CFD" "NFKBIA"
## [79] "RPS27A" "OAZ1"
## [81] "MNDA" "S100A10"
## [83] "IFITM3" "CCL4"
## [85] "HCST" "IER2"
## [87] "CD52" "HLA-DRB5"
## [89] "CD69" "ID2"
## [91] "SERPINA1" "CD37"
## [93] "IFITM2" "HLA-DMA"
## [95] "AP1S2" "CD8B"
## [97] "RGS2" "KLF6"
## [99] "HOPX" "RPS3A"
## [101] "PTPRCAP" "CSTA"
## [103] "MS4A6A" "ISG15"
## [105] "PLAC8" "HLA-A"
## [107] "MT-ATP6" "CD68"
## [109] "DUSP2" "SPI1"
## [111] "ZFP36L2" "GRN"
## [113] "CD14" "MALAT1"
## [115] "TSPO" "ANXA2"
## [117] "RPLP0" "CMC1"
## [119] "MT-ND2" "KLRD1"
## [121] "VCAN" "STXBP2"
## [123] "LGALS3" "IFI6"
## [125] "LYAR" "TKT"
## [127] "TIMP1" "TSC22D3"
## [129] "SPON2" "PFN1"
## [131] "BTG1" "CEBPB"
## [133] "PYCARD" "ITGB2"
## [135] "LINC00926" "NOSIP"
## [137] "IFITM1" "CD2"
## [139] "CEBPD" "GIMAP7"
## [141] "RPL9" "GZMM"
## [143] "RPS5" "HLA-DMB"
## [145] "SELL" "CD8A"
## [147] "CFP" "CD247"
## [149] "HLA-C" "RPL7"
## [151] "CLIC1" "MT2A"
## [153] "MEF2C" "CLIC3"
## [155] "C1orf162" "ARPC1B"
## [157] "LY6E" "RAC1"
## [159] "PPBP" "RPL31"
## [161] "CD63" "RHOC"
## [163] "IGLL5" "IFI30"
## [165] "NCF1" "EEF1B2"
## [167] "IL1B" "BANK1"
## [169] "GABARAP" "KLRG1"
## [171] "VPREB3" "RPS29"
## [173] "H3F3A" "H3F3B"
## [175] "LCK" "KLF4"
## [177] "CD3G" "CD99"
## [179] "RPS12" "FCER2"
## [181] "MYL12A" "CTSD"
## [183] "MS4A7" "RPS27"
## [185] "IRF8" "AES"
## [187] "RPS13" "ARPC3"
## [189] "NPM1" "FCGRT"
## [191] "FGL2" "ALOX5AP"
## [193] "LY86" "SLC2A3"
## [195] "C12orf75" "HVCN1"
## [197] "MYL6" "CALM1"
## [199] "TNFSF13B" "CITED2"
## [201] "TALDO1" "CCR7"
## [203] "FAM26F" "RPS20"
## [205] "STK17A" "PLEK"
## [207] "RPS25" "RPL5"
## [209] "RPS6" "APOBEC3A"
## [211] "KLRF1" "TAGLN2"
## [213] "PF4" "PRELID1"
## [215] "NCR3" "XCL2"
## [217] "IL4R" "LEF1"
## [219] "RARRES3" "BTG2"
## [221] "FYB" "MYO1F"
## [223] "CYBB" "ZFP36L1"
## [225] "RGS1" "IL2RB"
## [227] "C1orf56" "LINC00936"
## [229] "TUBA1A" "RBP7"
## [231] "FGR" "RHOB"
## [233] "CD27" "HSPA8"
## [235] "BLVRB" "ISG20"
## [237] "H1FX" "RP11-386I14.4"
## [239] "CD160" "EFHD2"
## [241] "APMAP" "ASAH1"
## [243] "NCF2" "CCL3L3"
## [245] "FOSB" "MATK"
## [247] "JUND" "RPS15A"
## [249] "APOBEC3G" "MT-ND1"
## [251] "EVL" "ITGB1"
## [253] "TXNIP" "BRI3"
## [255] "RPL30" "AQP3"
## [257] "FKBP1A" "BIRC3"
## [259] "G0S2" "RPL23A"
## [261] "CD22" "RPL3"
## [263] "MYADM" "HNRNPH1"
## [265] "CPVL" "CDA"
## [267] "RNF130" "CSF3R"
## [269] "HLA-B" "IRF1"
## [271] "CARD16" "SOCS3"
## [273] "CTSC" "MT-ND3"
## [275] "GNG11" "HLA-DQA2"
## [277] "SOD2" "TIGIT"
## [279] "MT-CYB" "RNASE6"
## [281] "KLRC1" "SAMD3"
## [283] "SDPR" "EMP3"
## [285] "RPS3" "APLP2"
## [287] "MAL" "AP2S1"
## [289] "EAF2" "LYN"
## [291] "PMAIP1" "RPL21"
## [293] "ARL4C" "LAT"
## [295] "MARCKSL1" "RGCC"
## [297] "CYB561A3" "IGFBP7"
## [299] "RP11-291B21.2" "PPP2R5C"
## [301] "TSPAN13" "MYC"
## [303] "CLEC7A" "NAMPT"
## [305] "RPS23" "LBH"
## [307] "XBP1" "ANXA5"
## [309] "GIMAP4" "CAPG"
## [311] "HCK" "DUSP6"
## [313] "HIST1H2AC" "RPS8"
## [315] "CALM2" "ATP6V0B"
## [317] "ITM2C" "CLEC2D"
## [319] "NUP214" "PTGDS"
## [321] "RP11-347P5.1" "MARCH1"
## [323] "SYNE2" "FCRLA"
## [325] "MPEG1" "DNAJB1"
## [327] "PDLIM1" "HLA-DOB"
## [329] "PIK3IP1" "CHI3L2"
## [331] "CD36" "PIM1"
## [333] "IGSF6" "LAT2"
## [335] "GCA" "TUBB1"
## [337] "LTA4H" "UBB"
## [339] "TNFRSF13C" "ADAM28"
## [341] "CD72" "TCF7"
## [343] "AC092580.4" "TNFSF10"
## [345] "PLBD1" "NR4A2"
## [347] "FCER1A" "SLC7A7"
## [349] "ARPC2" "DDIT4"
## [351] "TTC38" "TPST2"
## [353] "POU2F2" "SPIB"
## [355] "H2AFY" "YBX3"
## [357] "FLNA" "SH2D1A"
## [359] "ABI3" "CD9"
## [361] "DOK2" "GADD45B"
## [363] "RHOH" "ALDH2"
## [365] "RALGPS2" "CLU"
## [367] "TUBA4A" "CTSB"
## [369] "CTSH" "MT-CO1"
## [371] "CXXC5" "ZEB2"
## [373] "PYHIN1" "MCL1"
## [375] "CHST12" "GPR183"
## [377] "BLK" "FOXP1"
## [379] "TRAT1" "ARID5B"
## [381] "RPL10A" "PTGDR"
## [383] "FHIT" "STX7"
## [385] "UBC" "MZB1"
## [387] "IFNG" "P2RX5"
## [389] "PRKCB" "GIMAP5"
## [391] "STMN1" "KIAA0125"
## [393] "AL928768.3" "RNASET2"
## [395] "CSTB" "CASP1"
## [397] "FLT3LG" "RGS18"
## [399] "IRF7" "XCL1"
## [401] "RORA" "ZAP70"
## [403] "DENND2D" "DYNLL1"
## [405] "LDLRAP1" "GLTSCR2"
## [407] "S1PR5" "ACAP1"
## [409] "TUBA1B" "PLP2"
## [411] "ANXA6" "SNX2"
## [413] "NUCB2" "ORAI2"
## [415] "CCND3" "ARHGAP24"
## [417] "GLIPR1" "SCPEP1"
## [419] "ITM2A" "NRGN"
## [421] "CNPY3" "PKIG"
## [423] "GNG7" "ABHD17A"
## [425] "CD19" "SMIM14"
## [427] "FCRL6" "KLF2"
## [429] "SPOCK2" "C10orf54"
## [431] "REL" "TPM4"
## [433] "FCRL1" "ETS1"
## [435] "ID1" "PTGER2"
## [437] "PTPN7" "ARPC5L"
## [439] "TXN" "SOX4"
## [441] "GYPC" "PRSS23"
## [443] "PIM2" "HMGB2"
## [445] "ASGR1" "LINC00861"
## [447] "RETN" "CLEC2B"
## [449] "LYST" "C16orf54"
## [451] "C5AR1" "PTPN6"
## [453] "LILRA4" "GP9"
## [455] "C14orf2" "S100B"
## [457] "AHNAK" "C5orf56"
## [459] "ID3" "GRAP2"
## [461] "TNFAIP3" "RIC3"
## [463] "GAPT" "LINC00152"
## [465] "CDKN2D" "SVIP"
## [467] "RGS10" "C9orf142"
## [469] "LUC7L3" "PCSK7"
## [471] "UCP2" "APOBEC3C"
## [473] "STAT1" "SWAP70"
## [475] "ODC1" "CD40"
## [477] "PTCRA" "FPR1"
## [479] "FKBP11" "CTSZ"
## [481] "SH3BP5" "CX3CR1"
## [483] "SPARC" "NELL2"
## [485] "MAFB" "IFI27"
## [487] "CD302" "MX1"
## [489] "IFI44L" "PLD4"
## [491] "MGST1" "TPT1"
## [493] "RPL39" "PPP1R15A"
## [495] "TPD52" "MARCKS"
## [497] "NGFRAP1" "PLAUR"
## [499] "PPP1R14A" "TGFB1"
## [501] "IFT57" "PTPRE"
## [503] "FERMT3" "PLEKHF2"
## [505] "JAK1" "ZNF331"
## [507] "EGR1" "LILRA5"
## [509] "APOBEC3B" "FOLR3"
## [511] "FAM129C" "TSC22D1"
## [513] "PILRA" "RPL13"
## [515] "TSPYL2" "BIN2"
## [517] "SUN2" "RPS10"
## [519] "TXK" "QRSL1"
## [521] "FYN" "PNOC"
## [523] "PPM1K" "GSTO1"
## [525] "RP1-313I6.12" "RP5-887A10.1"
## [527] "AGTRAP" "EVI2B"
## [529] "PLEKHF1" "CDC42SE1"
## [531] "SLC9A3R1" "NT5C3A"
## [533] "ACRBP" "BCL11A"
## [535] "BLNK" "ARL4A"
## [537] "BCL7A" "CORO1B"
## [539] "LRRC25" "FAM107B"
## [541] "CD40LG" "VAMP5"
## [543] "LCP1" "B2M"
## [545] "OPTN" "CFL1"
## [547] "RAB32" "SKAP1"
## [549] "IFRD1" "IFI27L2"
## [551] "CCDC50" "KCTD12"
## [553] "BCL2" "BTN3A2"
## [555] "DDX6" "IRF9"
## [557] "BCL11B" "C4orf48"
## [559] "COQ7" "CDCA7L"
## [561] "HIST1H1C" "PHACTR1"
## [563] "LITAF" "HBA1"
## [565] "BLVRA" "RPS18"
## [567] "BID" "NFKBIZ"
## [569] "ACTN1" "CDC42EP3"
## [571] "TGFBI" "MBD4"
## [573] "GLRX" "LEPROTL1"
## [575] "TAGAP" "TBX21"
## [577] "HLA-E" "MMD"
## [579] "SGK1" "CTSA"
## [581] "STX11" "PARP1"
## [583] "C6orf48" "TCF4"
## [585] "KCNG1" "LIMS1"
## [587] "ADK" "SNHG7"
## [589] "NCOA4" "PTPN4"
## [591] "EIF3E" "SIT1"
## [593] "RP11-693J15.5" "IFNGR2"
## [595] "LYL1" "GBP2"
## [597] "WARS" "SLFN5"
## [599] "RUFY1" "CA2"
## [601] "CLEC4A" "NEMF"
## [603] "LMNA" "SLA"
## [605] "CD300A" "HIST1H2BK"
## [607] "RCAN3" "PBXIP1"
## [609] "CD82" "GATA3"
## [611] "RP11-51J9.5" "TMEM154"
## [613] "RP11-796E2.4" "RASSF1"
## [615] "ARRDC3" "ZBP1"
## [617] "TRABD2A" "QPCT"
## [619] "NT5C" "HHEX"
## [621] "CCL4L2" "SNX10"
## [623] "PRMT2" "ODF3B"
## [625] "RP11-727F15.9" "ANXA2R"
## [627] "CD6" "TPR"
## [629] "TREML1" "C15orf57"
## [631] "CD200" "HSPA5"
## [633] "TOB1" "LGALS9"
## [635] "OFD1" "PHACTR4"
## [637] "SIAH2" "TSHZ2"
## [639] "XXbac-BPG299F13.17" "C1orf21"
## [641] "TMEM107" "PRKCH"
## [643] "PHF14" "RP11-138A9.2"
## [645] "SEL1L3" "PPP3CC"
## [647] "PGRMC1" "GPBAR1"
## [649] "RUNX3" "ATOX1"
## [651] "CLEC12A" "C16orf74"
## [653] "ITGA2B" "PATL2"
## [655] "BCAS4" "TMEM40"
## [657] "IFI16" "CARHSP1"
## [659] "LAG3" "KIAA0040"
## [661] "BIN1" "TNFRSF1B"
## [663] "FGD2" "ZNF92"
## [665] "EMB" "NAIP"
## [667] "KIAA1551" "HIST1H4C"
## [669] "NR3C1" "GCHFR"
## [671] "SPN" "FCRL3"
## [673] "RP11-164H13.1" "HSBP1"
## [675] "CPPED1" "TNFRSF4"
## [677] "RAB27A" "IFIT3"
## [679] "SRSF7" "DYNLT1"
## [681] "GNB5" "PASK"
## [683] "MYL9" "FCGR2B"
## [685] "STOM" "IL10RA"
## [687] "TRA2A" "POU2AF1"
## [689] "CAMK4" "SKAP2"
## [691] "CXCR3" "KCNQ1OT1"
## [693] "MFSD10" "ADD1"
## [695] "CRIP2" "LYRM4"
## [697] "PSMD5-AS1" "ITSN2"
## [699] "RAB37" "MRPL1"
## [701] "TSPYL1" "TRADD"
## [703] "TMEM205" "MPHOSPH10"
## [705] "CKLF" "CISH"
## [707] "TCOF1" "CDC25B"
## [709] "RCE1" "TNRC6B"
## [711] "RRAS2" "SYNE1"
## [713] "GPR171" "HBP1"
## [715] "PILRB" "MYLIP"
## [717] "ARRB2" "CXCL2"
## [719] "OXNAD1" "ZNF276"
## [721] "FCRL5" "FCGR2A"
## [723] "TTC14" "CWF19L2"
## [725] "FAM3C" "CTNNB1"
## [727] "PTGER4" "STMN3"
## [729] "HAVCR2" "EZR"
## [731] "RAB11FIP1" "FCRL2"
## [733] "CISD3" "RNF213"
## [735] "SH2D2A" "RAB31"
## [737] "UGCG" "BTN3A1"
## [739] "SIPA1" "BTK"
## [741] "CCDC107" "IFIT2"
## [743] "ERV3-1" "CAPN12"
## [745] "HERPUD1" "AFF3"
## [747] "CALR" "MAP3K7CL"
## [749] "PLEKHA2" "TBCC"
## [751] "STK38" "ARHGAP25"
## [753] "NDUFB1" "GLUL"
## [755] "TMEM176B" "PARP14"
## [757] "FHL1" "SUPT4H1"
## [759] "DNASE1L3" "NMT2"
## [761] "IKZF3" "PCDH9"
## [763] "MIAT" "RPUSD2"
## [765] "TNFAIP2" "CD83"
## [767] "BCL2A1" "CCDC25"
## [769] "TLE1" "PITPNA-AS1"
## [771] "CTD-2035E11.3" "AREG"
## [773] "WHSC1L1" "PRR5"
## [775] "EOMES" "FBXO21"
## [777] "CD180" "DNAJC10"
## [779] "SNX22" "ZCCHC7"
## [781] "DSCR3" "RAP1B"
## [783] "LAIR1" "SMCO4"
## [785] "C12orf57" "SERPINB1"
## [787] "CCDC66" "TPM1"
## [789] "RASGRP2" "B4GALT1"
## [791] "ADAM8" "YPEL3"
## [793] "IER3" "STRBP"
## [795] "GLIPR2" "MRPS6"
## [797] "SCGB3A1" "INTS12"
## [799] "TC2N" "CHP1"
## [801] "GUCD1" "MOCS2"
## [803] "GNPTAB" "IFI35"
## [805] "PLA2G16" "C19orf38"
## [807] "CARS" "OCIAD2"
## [809] "CLEC4E" "CAST"
## [811] "MIB2" "CD320"
## [813] "ODF2L" "PLEKHA1"
## [815] "ICAM2" "AC013264.2"
## [817] "STAT4" "TNFRSF25"
## [819] "GPR18" "CD93"
## [821] "CHMP7" "SNHG8"
## [823] "RBL2" "SLC38A2"
## [825] "MPP1" "RASAL3"
## [827] "CDK12" "MLLT11"
## [829] "AC093323.3" "SORL1"
## [831] "TMEM140" "TSTD1"
## [833] "MIDN" "PIK3R1"
## [835] "PPP1R14B" "C1orf228"
## [837] "LPIN2" "LPIN1"
## [839] "IER5" "TMEM91"
## [841] "CLEC10A" "HSH2D"
## [843] "ITGAM" "MAP3K8"
## [845] "PLA2G12A" "ZNF683"
## [847] "GNAI2" "SUSD3"
## [849] "KLF10" "P2RY10"
## [851] "BACE2" "CHD9"
## [853] "NPRL2" "CPNE2"
## [855] "RPS19" "PRKD2"
## [857] "VIMP" "ZNF493"
## [859] "SH2D1B" "CD33"
## [861] "NOP58" "TAF1D"
## [863] "RPLP2" "KTN1"
## [865] "OSM" "STAMBP"
## [867] "NFATC3" "SLC11A1"
## [869] "CD84" "SLC25A45"
## [871] "ZNF791" "RNF125"
## [873] "BST1" "BACH2"
## [875] "FAM45A" "APBA2"
## [877] "ESF1" "AAK1"
## [879] "SATB1" "MITD1"
## [881] "CHMP1B" "SNN"
## [883] "RASGRP3" "SDCBP"
## [885] "AKAP9" "SAMSN1"
## [887] "UPF3B" "RP11-1399P15.1"
## [889] "F13A1" "LINC-PINT"
## [891] "GGA2" "GPKOW"
## [893] "SPG7" "PRKACB"
## [895] "SP140" "TMEM156"
## [897] "SIDT1-AS1" "PSMC6"
## [899] "ZNF263" "ARID4A"
## [901] "PEX16" "MT-ND4L"
## [903] "LYPD2" "GBP1"
## [905] "CPQ" "AC079767.4"
## [907] "APP" "DGKZ"
## [909] "PGM2L1" "DNAJC2"
## [911] "SEC62" "RPPH1"
## [913] "FAM96A" "ZNF688"
## [915] "C12orf65" "ZBTB16"
## [917] "H2AFJ" "FCGR1A"
## [919] "FLOT1" "MYO1G"
## [921] "UBE2D1" "VASP"
## [923] "RP11-18H21.1" "LINC00662"
## [925] "AOAH" "ATM"
## [927] "RBM23" "REXO2"
## [929] "IL2RG" "TMX2"
## [931] "EREG" "CEP78"
## [933] "HLA-DOA" "GSAP"
## [935] "STX16" "MUM1"
## [937] "RP11-489E7.4" "KIR2DL3"
## [939] "PHF3" "RPL7L1"
## [941] "LGALS3BP" "CMTM5"
## [943] "ITGB7" "ATP2A3"
## [945] "ACD" "MANF"
## [947] "ENTPD1" "ADTRP"
## [949] "CAND1" "RIT1"
## [951] "RP11-1094M14.11" "LY9"
## [953] "TMIGD2" "CAMK1D"
## [955] "SMCHD1" "RGL2"
## [957] "HIST1H1E" "ESYT1"
## [959] "TRAF3IP3" "CLDN5"
## [961] "RP11-222K16.2" "PARVB"
## [963] "EPB41L4A-AS1" "CYB5B"
## [965] "TMEM87A" "RPL36A"
## [967] "VNN2" "CCDC91"
## [969] "AL592183.1" "KRCC1"
## [971] "SEPT7" "OAZ2"
## [973] "MYCBP2" "DDIT3"
## [975] "RBM38" "ANXA4"
## [977] "KIAA0226L" "IFIT1"
## [979] "TTC39C" "SH3YL1"
## [981] "TMX4" "HMBOX1"
## [983] "RFC1" "TMEM80"
## [985] "UIMC1" "MCM3"
## [987] "PHPT1" "OARD1"
## [989] "SH3GLB1" "FKBP2"
## [991] "CD300E" "FKBP5"
## [993] "ZCCHC11" "CARS2"
## [995] "NXT2" "CD1C"
## [997] "GBP5" "ISCA2"
## [999] "ATF7IP2" "XAF1"
## [1001] "MACF1" "BDP1"
## [1003] "AP3M2" "CIR1"
## [1005] "ZNF652" "OPN3"
## [1007] "FXYD7" "NFKBID"
## [1009] "USP10" "SLC38A1"
## [1011] "GNG2" "NR2C1"
## [1013] "MYBL1" "TNFRSF18"
## [1015] "C14orf1" "ABTB1"
## [1017] "RBM7" "PRDM2"
## [1019] "CHST2" "ERICH1"
## [1021] "HAGH" "NNT-AS1"
## [1023] "LTB4R" "PPIE"
## [1025] "RELB" "PICALM"
## [1027] "LRRN3" "PACS1"
## [1029] "RP11-544A12.8" "BEX2"
## [1031] "ACTN4" "PRPF4B"
## [1033] "SAT2" "RHOG"
## [1035] "HSPB11" "SDCCAG8"
## [1037] "HENMT1" "GCC2"
## [1039] "DIDO1" "SMC2"
## [1041] "DNAJC1" "MLLT6"
## [1043] "MDM4" "LPCAT1"
## [1045] "UNC45A" "FAM43A"
## [1047] "NEK8" "RBM25"
## [1049] "MBP" "GRAP"
## [1051] "RBBP6" "GPR65"
## [1053] "PSTPIP1" "RP5-1028K7.2"
## [1055] "MNAT1" "MAP2K7"
## [1057] "VSTM1" "DGKA"
## [1059] "DERL1" "UBXN4"
## [1061] "ARHGEF40" "ATAD1"
## [1063] "SMARCC2" "SLAMF7"
## [1065] "PGM1" "C1QA"
## [1067] "DERL3" "SULT1A1"
## [1069] "CLDND1" "HOXB2"
## [1071] "TMEM19" "CCND2"
## [1073] "RSF1" "MFSD1"
## [1075] "LINC00869" "BEX4"
## [1077] "SYVN1" "ATXN3"
## [1079] "COL6A2" "TRIM56"
## [1081] "MICU1" "ABHD17B"
## [1083] "DNAJA3" "STAP1"
## [1085] "HDAC9" "LPAR6"
## [1087] "NFE2L2" "BLOC1S6"
## [1089] "ILK" "PURA"
## [1091] "GPS2" "FAM200B"
## [1093] "USE1" "NEIL1"
## [1095] "SLC40A1" "PAXIP1-AS1"
## [1097] "CDC40" "GOLGB1"
## [1099] "PCNA" "YPEL1"
## [1101] "CD96" "TTC3"
## [1103] "RABEP2" "TARSL2"
## [1105] "ZNF75A" "RP11-367G6.3"
## [1107] "ZBTB8OS" "TGFBR3"
## [1109] "RP11-138A9.1" "BAZ2B"
## [1111] "FUT11" "BMPR2"
## [1113] "COMMD10" "PACSIN2"
## [1115] "LINC00685" "MSRB1"
## [1117] "N4BP2L1" "OAS1"
## [1119] "U2SURP" "LRRK2"
## [1121] "UTRN" "CCDC28B"
## [1123] "RIOK2" "MCTP2"
## [1125] "RMDN3" "RP11-83A24.2"
## [1127] "MIS18BP1" "TFDP2"
## [1129] "PAX5" "SH2D3A"
## [1131] "GYG1" "DDX24"
## [1133] "BOLA1" "TTF1"
## [1135] "ILF3-AS1" "CHD7"
## [1137] "GALM" "FAM46C"
## [1139] "LRIF1" "ITGAL"
## [1141] "RRAGC" "SPTBN1"
## [1143] "CEP290" "LINC01003"
## [1145] "SERTAD1" "ZNF600"
## [1147] "ZNF397" "STX4"
## [1149] "MTIF2" "SCAI"
## [1151] "JAZF1" "CNIH4"
## [1153] "IQGAP1" "ITPR1"
## [1155] "NUDT16L1" "RP11-428G5.5"
## [1157] "BNIP3L" "LMO4"
## [1159] "NIT2" "HEMK1"
## [1161] "INTS6" "RAMP1"
## [1163] "CYB5D2" "CHPF2"
## [1165] "ZNF350" "SCAPER"
## [1167] "GGA3" "GSN"
## [1169] "RP11-108M9.4" "SEPT11"
## [1171] "IL23A" "WDR55"
## [1173] "ZC3HAV1" "ITK"
## [1175] "USP15" "RNF139"
## [1177] "PLEKHA3" "C19orf66"
## [1179] "CHD2" "MDS2"
## [1181] "TSPAN32" "PHKB"
## [1183] "CD244" "PPT1"
## [1185] "TRIM38" "BAZ2A"
## [1187] "LRBA" "LINC00969"
## [1189] "CD28" "GGA1"
## [1191] "VAV3" "DDX1"
## [1193] "DNAJC3" "SLAMF6"
## [1195] "TTPAL" "CYP1B1"
## [1197] "ATXN1L" "CNOT6L"
## [1199] "IFFO1" "FBXO33"
## [1201] "C5orf24" "CPSF3L"
## [1203] "KIAA0907" "WDR54"
## [1205] "HNMT" "SLC25A5"
## [1207] "SYPL1" "P2RY8"
## [1209] "EMG1" "ZNF91"
## [1211] "PBRM1" "R3HDM2"
## [1213] "NUAK2" "F2R"
## [1215] "RHBDF2" "GPATCH4"
## [1217] "RP11-792A8.4" "BTLA"
## [1219] "ZRANB2" "NUP88"
## [1221] "RASA3" "SLC48A1"
## [1223] "USF2" "TMEM109"
## [1225] "PTGS2" "FCHSD2"
## [1227] "PGD" "TRIP12"
## [1229] "DIS3" "C20orf196"
## [1231] "ZBTB1" "CHERP"
## [1233] "ARFGAP2" "MAGEH1"
## [1235] "PHF1" "MARCH2"
## [1237] "SPRTN" "AP001189.4"
## [1239] "VOPP1" "SLC16A3"
## [1241] "RXRA" "TRAF5"
## [1243] "TREM1" "PLSCR1"
## [1245] "HELZ" "TDG"
## [1247] "GPCPD1" "TUBA1C"
## [1249] "VPS13A" "PRAF2"
## [1251] "TMEM18" "PTPRA"
## [1253] "PPIL2" "HIP1R"
## [1255] "MADD" "LRRC26"
## [1257] "RBM5" "ISOC1"
## [1259] "CATSPER1" "PRR7"
## [1261] "ARPP19" "UBE2D4"
## [1263] "SERPINF1" "ACOT13"
## [1265] "RNF14" "BZRAP1-AS1"
## [1267] "LPAR5" "FBXO25"
## [1269] "ITGAE" "PRPS2"
## [1271] "BRWD1" "MAST3"
## [1273] "FUT7" "TAF12"
## [1275] "TNRC6C" "PRPF31"
## [1277] "AIMP1" "CEP68"
## [1279] "STAU2" "EPSTI1"
## [1281] "ZNF101" "FAM173A"
## [1283] "PDE7A" "RNF115"
## [1285] "PXN" "MVD"
## [1287] "ACBD3" "TSPAN3"
## [1289] "CIAPIN1" "C6orf1"
## [1291] "NKAP" "SCML4"
## [1293] "DCLRE1C" "BNIP2"
## [1295] "UBLCP1" "METTL21A"
## [1297] "ZFAND5" "AC006129.2"
## [1299] "TRAPPC6B" "NCOR2"
## [1301] "METTL12" "PTPN12"
## [1303] "CLK4" "ZNF721"
## [1305] "A2M-AS1" "NFU1"
## [1307] "PCYT1A" "DNTTIP1"
## [1309] "NPHP3" "AGPAT1"
## [1311] "CCR6" "USP8"
## [1313] "DEXI" "FAM159A"
## [1315] "AIM2" "RP5-827C21.4"
## [1317] "GON4L" "SLC2A14"
## [1319] "PNKP" "MECP2"
## [1321] "CCDC88B" "UBE2J1"
## [1323] "UXS1" "CBLB"
## [1325] "SYNGR1" "C12orf45"
## [1327] "GABARAPL1" "RBM6"
## [1329] "PRR4" "CEPT1"
## [1331] "RQCD1" "CRTAP"
## [1333] "LY96" "SIDT1"
## [1335] "SMIM7" "SNAP47"
## [1337] "METTL18" "RAD21"
## [1339] "UBTF" "DHRS3"
## [1341] "CBFA2T2" "MIS18A"
## [1343] "AAGAB" "USP33"
## [1345] "NFAT5" "SLC4A10"
## [1347] "ASCL2" "CAMK2D"
## [1349] "CYFIP2" "STX18"
## [1351] "ABHD5" "BLCAP"
## [1353] "ZFP14" "DGKD"
## [1355] "DDX56" "NUMB"
## [1357] "NSRP1" "MTPN"
## [1359] "SP140L" "PHIP"
## [1361] "FAM210B" "CDK19"
## [1363] "PHKG1" "ZNF22"
## [1365] "NPDC1" "STK10"
## [1367] "CMTM6" "DPYD"
## [1369] "TAF11" "HSPB1"
## [1371] "HMOX1" "SMC6"
## [1373] "EXOC6" "LUC7L"
## [1375] "C2orf88" "H1F0"
## [1377] "CCDC174" "OGFRL1"
## [1379] "SMARCA4" "SMARCD3"
## [1381] "CD81" "PITPNC1"
## [1383] "RGP1" "CHMP6"
## [1385] "SMAGP" "RP11-47L3.1"
## [1387] "HES1" "ZNF274"
## [1389] "SNX5" "SMIM19"
## [1391] "GMPR" "C1orf35"
## [1393] "CBX7" "ORAI1"
## [1395] "THUMPD1" "ABHD14A"
## [1397] "SAMHD1" "RGS3"
## [1399] "PTPRN2" "LONP2"
## [1401] "ADRB2" "RPS6KA5"
## [1403] "GABPB1" "FKBP3"
## [1405] "DMTN" "MTSS1"
## [1407] "NIN" "IL18RAP"
## [1409] "SNCA" "EIF4EBP1"
## [1411] "NAALADL1" "WDR45"
## [1413] "PRCC" "PTRHD1"
## [1415] "BRD9" "DYNC1I2"
## [1417] "C19orf52" "B4GALT4"
## [1419] "CD55" "TCTN1"
## [1421] "NDUFAF4" "DNAJB14"
## [1423] "CLIC4" "SIRPG"
## [1425] "RP11-111A22.1" "PPP1R3E"
## [1427] "CRELD2" "GMPPA"
## [1429] "CD5" "DUSP22"
## [1431] "SAMD9" "DCAF5"
## [1433] "JARID2" "METTL8"
## [1435] "MAEA" "SMG1"
## [1437] "DNAJB9" "ARHGEF3"
## [1439] "FBXO44" "ADPRM"
## [1441] "ASH1L" "IL6ST"
## [1443] "SPPL2A" "LBR"
## [1445] "YAF2" "RNU12"
## [1447] "HSP90B1" "SYTL3"
## [1449] "PPP6C" "ATG12"
## [1451] "ABLIM1" "BBX"
## [1453] "PPP3CA" "FHL3"
## [1455] "PSIP1" "CRTAM"
## [1457] "POMT1" "TMEM242"
## [1459] "TLR10" "IFI44"
## [1461] "NDUFAF2" "METTL3"
## [1463] "ANKRD28" "CPNE1"
## [1465] "ZSCAN18" "CDKN1C"
## [1467] "SMC4" "ALOX5"
## [1469] "ING3" "MEI1"
## [1471] "KIF2A" "LIX1L"
## [1473] "MESDC2" "SLA2"
## [1475] "RP11-589C21.6" "ZNF561"
## [1477] "MKKS" "PBDC1"
## [1479] "C1orf50" "RAD9A"
## [1481] "ORC2" "SAR1A"
## [1483] "TBPL1" "TBC1D10C"
## [1485] "CES1" "TRIB2"
## [1487] "PGLS" "LRMP"
## [1489] "HMGXB4" "MPST"
## [1491] "LAMTOR2" "CNOT4"
## [1493] "CHCHD1" "HES4"
## [1495] "HAPLN3" "NASP"
## [1497] "YPEL2" "CGRRF1"
## [1499] "TESC" "PI4KB"
## [1501] "DRAM2" "RAB8B"
## [1503] "TTTY15" "CBR4"
## [1505] "RP11-421L21.3" "ANKRD54"
## [1507] "RP11-706O15.1" "KNOP1"
## [1509] "MRPS18C" "RCL1"
## [1511] "BBC3" "SYK"
## [1513] "CD38" "MXD1"
## [1515] "TMEM116" "MAPK13"
## [1517] "ZCCHC9" "SLC7A6OS"
## [1519] "ADI1" "FAM110A"
## [1521] "RTKN2" "PKN2"
## [1523] "XRRA1" "KLF13"
## [1525] "STIM2" "SEPT5"
## [1527] "ABI2" "C5orf45"
## [1529] "RDH14" "POLE4"
## [1531] "TMEM63A" "TMEM106C"
## [1533] "COA5" "EID2"
## [1535] "ASB1" "MT1X"
## [1537] "MSL3" "TBCK"
## [1539] "TMEM192" "TMEM259"
## [1541] "ZNF880" "MALT1"
## [1543] "MRE11A" "NCK2"
## [1545] "STARD3NL" "KAT6B"
## [1547] "ST6GALNAC6" "TMBIM1"
## [1549] "HIST1H2BG" "DIP2A"
## [1551] "MTRF1" "ZNF836"
## [1553] "TPI1" "CD2AP"
## [1555] "PRKACA" "SBNO1"
## [1557] "UBE3A" "DNMT3A"
## [1559] "RBM48" "QKI"
## [1561] "ADAM19" "B3GAT3"
## [1563] "SNAPIN" "NFE2"
## [1565] "ARMC7" "DAGLB"
## [1567] "PDK2" "ULK3"
## [1569] "EIF4A3" "TMEM55A"
## [1571] "ELK3" "PDE6B"
## [1573] "USP11" "MAGOHB"
## [1575] "HDAC1" "MED9"
## [1577] "CYP20A1" "TRIM13"
## [1579] "NAT9" "RAB9A"
## [1581] "ORMDL3" "UPF3A"
## [1583] "HELQ" "SLC2A4RG"
## [1585] "ADIPOR2" "TPT1-AS1"
## [1587] "CBX6" "HNRNPH3"
## [1589] "RASSF3" "TFAM"
## [1591] "RPL39L" "RNASEH2C"
## [1593] "CXCR5" "MRPS33"
## [1595] "SNHG9" "PMS1"
## [1597] "NFATC1" "CWC27"
## [1599] "C21orf33" "MEGF9"
## [1601] "RNF168" "SLC25A42"
## [1603] "SLC25A11" "UBA5"
## [1605] "SOCS1" "BRD7"
## [1607] "SNHG12" "CTC-444N24.11"
## [1609] "DDX27" "MICAL3"
## [1611] "STX17" "MAP3K13"
## [1613] "RPUSD3" "CMSS1"
## [1615] "NRG1" "EPHB6"
## [1617] "NCF4" "USP3"
## [1619] "BRAT1" "IGF2R"
## [1621] "BEX5" "ARIH2OS"
## [1623] "PTMS" "DOK3"
## [1625] "EHMT1" "CYTH4"
## [1627] "TOX4" "FASLG"
## [1629] "PRPF18" "MFF"
## [1631] "AKTIP" "GNS"
## [1633] "GNPAT" "ERGIC1"
## [1635] "ICOSLG" "NISCH"
## [1637] "THUMPD3" "TRIM39"
## [1639] "DIMT1" "ERAP2"
## [1641] "PLA2G7" "BPTF"
## [1643] "CCDC14" "PSME2"
## [1645] "CCSER2" "PIGH"
## [1647] "MXI1" "ASCC2"
## [1649] "TASP1" "CWC25"
## [1651] "DIAPH1" "CERS4"
## [1653] "PJA1" "METTL7A"
## [1655] "SURF6" "TSSC1"
## [1657] "ZNF148" "RAP2B"
## [1659] "CEP120" "STRADB"
## [1661] "CTD-3184A7.4" "EXOC4"
## [1663] "EPM2AIP1" "ANKRD36C"
## [1665] "ILF3" "EXOC3"
## [1667] "CDKN2A" "RP9"
## [1669] "ZBED5-AS1" "TIFA"
## [1671] "VGLL4" "CCNG2"
## [1673] "PUM1" "QSOX1"
## [1675] "FBXO3" "ABCD4"
## [1677] "PAWR" "ACTR1B"
## [1679] "GBP4" "DTNBP1"
## [1681] "ZBTB20" "LSG1"
## [1683] "SHPRH" "HIST1H1D"
## [1685] "RAB30" "JADE1"
## [1687] "TAZ" "TLN1"
## [1689] "EZH1" "R3HDM1"
## [1691] "SPTY2D1" "CREB1"
## [1693] "GCSAM" "MIEF1"
## [1695] "SNRNP35" "IRF2BPL"
## [1697] "DOPEY2" "PHF12"
## [1699] "TGFBR2" "SCO2"
## [1701] "MRPL28" "AFTPH"
## [1703] "TBC1D17" "PDXDC1"
## [1705] "BATF" "ATP6V0D1"
## [1707] "ARID4B" "UBE2K"
## [1709] "PRR5L" "NELFB"
## [1711] "DAPP1" "PTPRS"
## [1713] "HIST1H2BJ" "SHOC2"
## [1715] "NFATC2" "UBE2S"
## [1717] "CNR2" "TTC9C"
## [1719] "ZBED5" "MYNN"
## [1721] "ECHDC2" "DDB2"
## [1723] "ATP1B3" "NSMAF"
## [1725] "ST6GAL1" "KRBOX4"
## [1727] "PPM1N" "CCDC82"
## [1729] "MBD1" "ARVCF"
## [1731] "IL27RA" "FBXO4"
## [1733] "COBLL1" "NUDCD1"
## [1735] "IP6K1" "KIAA0355"
## [1737] "RP11-664D1.1" "TPD52L2"
## [1739] "LTV1" "FEM1A"
## [1741] "PWP1" "SETD1B"
## [1743] "SH2D3C" "SFXN1"
## [1745] "RP11-104L21.3" "HDGF"
## [1747] "SPIN1" "NAP1L1"
## [1749] "PARP8" "ANKRD36"
## [1751] "ZKSCAN1" "ZNF677"
## [1753] "STK25" "SLC20A1"
## [1755] "PPP1R18" "IFIT5"
## [1757] "SWI5" "NKIRAS2"
## [1759] "CCDC115" "VPS13C"
## [1761] "PHACTR2" "AP3B1"
## [1763] "SNRNP200" "HINT2"
## [1765] "FAM98A" "GLMN"
## [1767] "RABEP1" "DPH6"
## [1769] "KMT2E-AS1" "MRPS28"
## [1771] "GPR155" "PHYKPL"
## [1773] "TBXA2R" "TCEAL4"
## [1775] "CDK11B" "MRI1"
## [1777] "L3MBTL2" "MRPS12"
## [1779] "TBC1D15" "RNGTT"
## [1781] "DUSP11" "C7orf26"
## [1783] "DHX9" "STRA13"
## [1785] "NOG" "YTHDC1"
## [1787] "PIP4K2A" "TMEM222"
## [1789] "SMYD3" "PDIA4"
## [1791] "TBC1D4" "CNST"
## [1793] "C3orf38" "ZNF439"
## [1795] "ACTL6A" "ALG13"
## [1797] "EIF2AK2" "DDX50"
## [1799] "SNRNP48" "RANGRF"
## [1801] "CTA-29F11.1" "ABHD13"
## [1803] "HSBP1L1" "ABHD12"
## [1805] "THYN1" "SENP2"
## [1807] "KPNA6" "LLGL2"
## [1809] "ZBTB44" "RUNX1"
## [1811] "ADH5" "C15orf40"
## [1813] "DMXL2" "SMYD2"
## [1815] "NIPSNAP1" "CXXC1"
## [1817] "CD4" "SESN1"
## [1819] "MOB2" "ZNF37A"
## [1821] "NELFCD" "PDCD4"
## [1823] "ZCCHC17" "CTBP2"
## [1825] "AC004951.6" "CEP85L"
## [1827] "RAB30-AS1" "DDI2"
## [1829] "TPM2" "ZNF626"
## [1831] "KIF3A" "ELL"
## [1833] "GBGT1" "FN3KRP"
## [1835] "KLHL24" "LRRIQ3"
## [1837] "WHAMM" "SLC16A7"
## [1839] "RP11-660L16.2" "CYB5A"
## [1841] "MLH3" "RALBP1"
## [1843] "APOBEC3D" "EBAG9"
## [1845] "ZNF766" "TOX"
## [1847] "ZC3H12A" "DPF2"
## [1849] "CHN2" "TBC1D23"
## [1851] "PRKD3" "LRRC47"
## [1853] "TRMT10C" "VTI1A"
## [1855] "SERINC5" "UBIAD1"
## [1857] "RP11-35G9.3" "SPIDR"
## [1859] "SBF2" "ECHDC1"
## [1861] "CDK13" "TAF7"
## [1863] "EGLN2" "NR2C2AP"
## [1865] "NUP54" "PARP15"
## [1867] "IREB2" "RABL2B"
## [1869] "CELF1" "RPUSD1"
## [1871] "TSEN54" "EIF2B1"
## [1873] "MTA2" "ARMCX5"
## [1875] "ARMCX3" "RFNG"
## [1877] "RB1CC1" "TIMM13"
## [1879] "CHD6" "PPIL4"
## [1881] "C1QB" "SSBP2"
## [1883] "CREBRF" "UQCC1"
## [1885] "ARRDC4" "GTF3C1"
## [1887] "TIMM10B_ENSG00000132286" "TCF12"
## [1889] "TCEA2" "CCDC137"
## [1891] "ACTR6" "RP11-468E2.4"
## [1893] "CSF1R" "CDKAL1"
## [1895] "CAT" "ZNF224"
## [1897] "TRMT10B" "AC016831.7"
## [1899] "SCFD1" "ABCF1"
## [1901] "NUP107" "TMEM87B"
## [1903] "USP30" "ITFG2"
## [1905] "RP5-1180E21.5" "TP53I13"
## [1907] "ENTPD3-AS1" "BET1"
## [1909] "PCED1B" "ESAM"
## [1911] "ZFP62" "ZCWPW1"
## [1913] "ING5" "DARS"
## [1915] "SYNRG" "CERS2"
## [1917] "AHI1" "CREBZF"
## [1919] "CCNY" "ITPRIP"
## [1921] "BOLA3" "MARCH3"
## [1923] "ZNF83" "BSDC1"
## [1925] "NT5E" "FAM133B"
## [1927] "CR1" "ELOVL5"
## [1929] "ARID5A" "RP13-188A5.1"
## [1931] "FXYD2" "BROX"
## [1933] "NOL11" "GABPB2"
## [1935] "PTTG1" "ZC3H8"
## [1937] "SLC50A1" "FXN"
## [1939] "SCT" "SREBF2"
## [1941] "TSPAN15" "HERPUD2"
## [1943] "HDAC7" "SYS1"
## [1945] "CTB-152G17.6" "GFER"
## [1947] "CDK10" "ZNF567"
## [1949] "SEPHS2" "IRS2"
## [1951] "ABT1" "TTC1"
## [1953] "FRYL" "VPS37B"
## [1955] "INIP" "FBXL5"
## [1957] "MTMR4" "ST3GAL2"
## [1959] "CHD3" "CHPT1"
## [1961] "PRRC2B" "RTF1"
## [1963] "BANP" "DPYSL2"
## [1965] "GPM6B" "SRPK2"
## [1967] "SETX" "ANKRD49"
## [1969] "SIPA1L1" "CABIN1"
## [1971] "SYNJ2BP" "PADI4"
## [1973] "ELMSAN1" "COQ10A"
## [1975] "INSIG1" "CTB-61M7.2"
## [1977] "NFKB2" "CTB-31O20.2"
## [1979] "SETD5" "TERF1"
## [1981] "CLASP2" "OSBPL2"
## [1983] "TMEM43" "CCDC59"
## [1985] "CCDC167" "HERC4"
## [1987] "SREBF1" "C11orf21"
## [1989] "TRIM25" "ALDOC"
## [1991] "ANKRD27" "TMEM126B"
## [1993] "LINC00909" "OAT"
## [1995] "FAM3A" "ANKLE2"
## [1997] "GTF2IRD2" "OXLD1"
## [1999] "RP11-25K19.1" "NSG1"
## [2001] "ST3GAL1" "ARHGAP18"
## [2003] "TMEM165" "PLCB2"
## [2005] "IMPA1" "TUBD1"
## [2007] "SLC2A13" "DHRS1"
## [2009] "TNNI2" "VDAC3"
## [2011] "SMAD3" "TOMM5"
## [2013] "PTGES2" "RFC2"
## [2015] "MED30" "PTK2B"
## [2017] "MTMR9" "ZMAT3"
## [2019] "EFHC1" "OTUD1"
## [2021] "MTR" "ATP6V0E2"
## [2023] "SELM" "TNF"
## [2025] "EXOG" "MGEA5"
## [2027] "UBE2F" "ACBD5"
## [2029] "FAM172A" "TMEM251"
## [2031] "NBEAL2" "ATF7IP"
## [2033] "BCL6" "MPHOSPH9"
## [2035] "CCNB1IP1" "PIGU"
## [2037] "LARP7" "STAG1"
## [2039] "SEPT6" "TNPO1"
## [2041] "TMEM234" "CBX1"
## [2043] "AP003774.1" "FEZ1"
## [2045] "KLRC2" "EXOC2"
## [2047] "ANKRA2" "XPNPEP3"
## [2049] "SYTL2" "DNAJC19"
## [2051] "LINC00937" "CUL4B"
## [2053] "ZNF720" "GUSB"
## [2055] "RNF8" "INPP5D"
## [2057] "NIT1" "KLHDC4"
## [2059] "MEF2A" "CHCHD5"
## [2061] "ATXN7L3B" "ZNF800"
## [2063] "MCPH1" "PPP1R8"
## [2065] "RNF6" "COL19A1"
## [2067] "AMN1" "PTPN22"
## [2069] "BASP1" "SLC27A1"
## [2071] "TCTA" "PPIL3"
## [2073] "PTER" "FOSL2"
## [2075] "RPF2" "USP38"
## [2077] "PYCR2" "C6orf25"
## [2079] "CEACAM4" "DDAH2"
## [2081] "PDCD2L" "CCDC69"
## [2083] "HAUS1" "YWHAH"
## [2085] "ZNF264" "INO80D"
## [2087] "COLGALT1" "MAPK8"
## [2089] "REEP3" "MFN2"
## [2091] "AMFR" "DNAJA2"
## [2093] "PDK1" "GPATCH8"
## [2095] "SLFN12L" "KPNA1"
## [2097] "HIST1H2BD" "RALGDS"
## [2099] "DTHD1" "PRPF38A"
## [2101] "CAMK2G" "NDUFAF6"
## [2103] "RWDD4" "TSPAN5"
## [2105] "AC006369.2" "CCDC152"
## [2107] "THAP11" "CLEC1B"
## [2109] "GOT2" "ZBTB38"
## [2111] "CARD8" "KIAA1429"
## [2113] "COPS8" "PEMT"
## [2115] "RP13-270P17.3" "PAICS"
## [2117] "GMCL1" "ZNF384"
## [2119] "XPNPEP1" "LPGAT1"
## [2121] "PHTF1" "THAP2"
## [2123] "NAPA-AS1" "URGCP"
## [2125] "HUS1" "TMEM120B"
## [2127] "APPL1" "ZNF830"
## [2129] "PRPSAP2" "CYHR1"
## [2131] "RHEBL1" "HNRNPL"
## [2133] "C22orf46" "USP28"
## [2135] "IRF2BP2" "LINC00954"
## [2137] "TOM1L2" "CASP8"
## [2139] "TBK1" "TMEM60"
## [2141] "MARCH6" "FAM63B"
## [2143] "SMARCD1" "CARD11"
## [2145] "NINJ1" "B3GNT2"
## [2147] "TBC1D20" "BLZF1"
## [2149] "IL3RA" "TMEM167B"
## [2151] "JAK3" "PTPN18"
## [2153] "HGD" "THAP7"
## [2155] "ISY1" "KIAA0319L"
## [2157] "SREK1IP1" "MFSD11"
## [2159] "RUNDC1" "ZFP90"
## [2161] "MRPL42" "KDM4B"
## [2163] "G6PD" "FAM160A2"
## [2165] "CUTC" "ELP6"
## [2167] "HERC2" "SYNC"
## [2169] "CNTNAP2" "C18orf8"
## [2171] "INTS5" "ADAL"
## [2173] "UNK" "ITGB3BP"
## [2175] "KLF7" "HARS"
## [2177] "SLC2A11" "ANKRD11"
## [2179] "AIDA" "DLEU1"
## [2181] "SPTSSB" "MYO9B"
## [2183] "BCDIN3D" "WNK1"
## [2185] "RBM4" "HOXB-AS1"
## [2187] "ARL5B" "DHX36"
## [2189] "C14orf80" "INADL"
## [2191] "BTG3" "CLSTN3"
## [2193] "ATG4C" "ERLEC1"
## [2195] "CDC16" "ATP5SL"
## [2197] "NFKBIB" "COIL"
## [2199] "BAG5" "ITGA5"
## [2201] "SCAP" "ZNF281"
## [2203] "RTN3" "MR1"
## [2205] "TESPA1" "GIMAP2"
## [2207] "RP11-102N12.3" "TMEM41B"
## [2209] "RP11-356I2.4" "SMYD4"
## [2211] "S1PR1" "ZNF528"
## [2213] "GCLM" "SLC16A1-AS1"
## [2215] "CERS5" "CLPP"
## [2217] "RCBTB2" "TNIK"
## [2219] "ZNF3" "ACSS1"
## [2221] "CISD1" "FAM53C"
## [2223] "METTL16" "RPN2"
## [2225] "INO80" "RGL4"
## [2227] "APOLD1" "CTBP1"
## [2229] "GOSR2" "FOPNL"
## [2231] "NUP160" "KLF12"
## [2233] "NHLRC3" "EED"
## [2235] "HP1BP3" "KIFAP3"
## [2237] "ACADSB" "ZNF32"
## [2239] "ACADVL" "SLC4A7"
## [2241] "MRPS18A" "RAD1"
## [2243] "FAM102A" "UBXN7"
## [2245] "C1orf131" "DAB2"
## [2247] "PNMA1" "UBASH3A"
## [2249] "ARAP2" "MEG3"
## [2251] "AK5" "FTSJ2"
## [2253] "SESTD1" "CTNNA1"
## [2255] "PEX26" "NME6"
## [2257] "TIPARP" "FADS3"
## [2259] "VIM-AS1" "TCEAL1"
## [2261] "RAB3D" "SLC25A12"
## [2263] "ZNF559" "MYOM2"
## [2265] "WDR37" "CIITA"
## [2267] "USP7" "RSBN1"
## [2269] "FRAT1" "VCPKMT"
## [2271] "NCALD" "RP11-400F19.6"
## [2273] "KANSL2" "SFSWAP"
## [2275] "DZIP3" "INTS8"
## [2277] "SPEN" "SUPV3L1"
## [2279] "USP25" "DDX20"
## [2281] "ZNF821" "PNPLA8"
## [2283] "ATXN1" "DUSP10"
## [2285] "TOP1MT" "ABCC10"
## [2287] "RICTOR" "MSL1"
## [2289] "JAKMIP1" "VRK1"
## [2291] "PHYH" "E4F1"
## [2293] "BTBD7" "DXO"
## [2295] "SPRY1" "ANAPC13"
## [2297] "UBE2Q1" "PMPCA"
## [2299] "NUPL2" "CTB-113I20.2"
## [2301] "PDIK1L" "RP3-477O4.14"
## [2303] "ZNF302" "FAM129A"
## [2305] "RNF113A" "ATG4D"
## [2307] "GART" "CDK5RAP2"
## [2309] "BPGM" "VPS13D"
## [2311] "CNFN" "IFT43"
## [2313] "EEF1A1" "ARSG"
## [2315] "FAM126B" "LRRC14"
## [2317] "FAM117A" "CD226"
## [2319] "CCL28" "DDX17"
## [2321] "PXK" "PPFIA1"
## [2323] "C21orf91" "VAMP4"
## [2325] "ELMO1" "MAN1A2"
## [2327] "ZRSR2" "MEPCE"
## [2329] "ZSWIM8" "ABCB1"
## [2331] "C3orf17" "PUS7L"
## [2333] "UBALD2" "FBXW4"
## [2335] "PTCH2" "DHX34"
## [2337] "IRAK4" "ALG5"
## [2339] "CRLS1" "GIT2"
## [2341] "RNPEPL1" "IL6"
## [2343] "NAA16" "RP11-285F7.2"
## [2345] "CNEP1R1" "ACYP1"
## [2347] "PPP2R5E" "USP20"
## [2349] "PPP2R3C" "ING2"
## [2351] "ZNF333" "PIBF1"
## [2353] "LY6G6F" "FTSJ3"
## [2355] "ACSL5" "LEMD2"
## [2357] "HOOK2" "NOM1"
## [2359] "TGS1" "TINF2"
## [2361] "TM7SF3" "AASDH"
## [2363] "NOL9" "EIF1AY"
## [2365] "SKP2" "RMND5A"
## [2367] "VPS25" "INPP4A"
## [2369] "AVL9" "HMCES"
## [2371] "OSBPL8" "ALKBH4"
## [2373] "CREBBP" "RNF26"
## [2375] "SAMD9L" "BCS1L"
## [2377] "COMMD2" "PCMTD1"
## [2379] "PRPF8" "AFF4"
## [2381] "TAF6L" "HIBCH"
## [2383] "SECISBP2" "ZNF195"
## [2385] "KLHL20" "EPHX2"
## [2387] "RBPJ" "ATG2A"
## [2389] "ACAA2" "ZNF431"
## [2391] "CNTRL" "TGFBRAP1"
## [2393] "C22orf29" "NFIC"
## [2395] "CTR9" "TPP1"
## [2397] "MSI2" "SARS"
## [2399] "RAD51B" "HPS4"
## [2401] "CTNNBL1" "NFX1"
## [2403] "TRMT6" "PXMP4"
## [2405] "ZNF181" "RINL"
## [2407] "AK9" "COMMD5"
## [2409] "RBCK1" "RFC5"
## [2411] "STRIP1" "AKAP7"
## [2413] "UCHL5" "KIAA0930"
## [2415] "SIKE1" "C12orf42"
## [2417] "ASUN" "RP11-111M22.3"
## [2419] "PPIG" "SURF4"
## [2421] "MCUR1" "SLBP"
## [2423] "RP11-452F19.3" "SECISBP2L"
## [2425] "GALNT10" "RDX"
## [2427] "ZEB1" "ACAT2"
## [2429] "SPAG9" "PPIF"
## [2431] "DUOX1" "WDR34"
## [2433] "PLCL2" "CLINT1"
## [2435] "HECTD1" "DYNLL2"
## [2437] "NPAT" "TADA2A"
## [2439] "NCR1" "ANKAR"
## [2441] "RFFL" "PDCD4-AS1"
## [2443] "CUL3" "TRAF4"
## [2445] "ZNF644" "WDR82"
## [2447] "C11orf24" "NDUFAF7"
## [2449] "ZNF44" "RBM4B"
## [2451] "GSR" "MAGED2"
## [2453] "ALDH1A1" "VAMP1"
## [2455] "PREX1" "TNPO3"
## [2457] "WDR20" "NUB1"
## [2459] "VMP1" "TUBB2A"
## [2461] "TRAPPC2" "HIST2H2BE"
## [2463] "HTT" "MTA3"
## [2465] "GP1BA" "SOAT1"
## [2467] "DNMT1" "UNG"
## [2469] "RP11-297B17.3" "DENND1B"
## [2471] "TMEM175" "DCP2"
## [2473] "SPCS3" "PSMD14"
## [2475] "MAP3K7" "FAM214A"
## [2477] "CLASRP" "TET2"
## [2479] "CREM" "CC2D1A"
## [2481] "PGRMC2" "TMEM245"
## [2483] "FOXO3" "NUDCD3"
## [2485] "TNFRSF1A" "DAAM1"
## [2487] "CCDC93" "PCGF6"
## [2489] "A1BG" "APC"
## [2491] "FTX" "UNC93B1"
## [2493] "ZBTB25" "AHSA1"
## [2495] "MOSPD1" "SLC35A2"
## [2497] "AP1B1" "CTAGE5"
## [2499] "PIGT" "NOC4L"
## [2501] "NIFK-AS1" "SLC6A6"
## [2503] "LZTS2" "SDR39U1"
## [2505] "TMEM2" "MED23"
## [2507] "STT3A" "AGO4"
## [2509] "SLC27A3" "TMEM203"
## [2511] "TNFRSF13B" "RP5-821D11.7"
## [2513] "HSD17B12" "MAPKAPK2"
## [2515] "TSPAN2" "CTTN"
## [2517] "TCP11L2" "RYBP"
## [2519] "ATG16L1" "TMEM173"
## [2521] "WDR70" "POLR3D"
## [2523] "NCAPH2" "EBF1"
## [2525] "XIAP" "ATP6V1C1"
## [2527] "IFT20" "LASP1"
## [2529] "FBXW7" "VMAC"
## [2531] "FBXL4" "BCL9L"
## [2533] "RASD1" "CA5B"
## [2535] "SLC39A3" "TRMT2B"
## [2537] "RPS6KB1" "APOL2"
## [2539] "PPP1R15B" "SKIL"
## [2541] "SPIN2B" "AGO3"
## [2543] "C19orf25" "SLC25A4"
## [2545] "PDCD1" "SLC44A2"
## [2547] "ACAP2" "TIMM8B"
## [2549] "CCDC94" "CENPM"
## [2551] "GPR82" "RSRC1"
## [2553] "TOP2B" "GADD45A"
## [2555] "PAAF1" "BABAM1"
## [2557] "LINC00665" "ZNF335"
## [2559] "BRE" "ITCH"
## [2561] "ZNF814" "ARHGAP26"
## [2563] "FOXO1" "C2orf76"
## [2565] "ZNF33A" "ISG20L2"
## [2567] "RNF216" "IL21R"
## [2569] "NPRL3" "MORC3"
## [2571] "IRF2" "TRAF3"
## [2573] "HDDC3" "PRUNE"
## [2575] "BCL7C" "NARF"
## [2577] "KIF20B" "ELMOD3"
## [2579] "HIST1H1B" "SIRT1"
## [2581] "MAP4K5" "CKB"
## [2583] "HELZ2" "EBLN2"
## [2585] "PRKCA" "NRM"
## [2587] "APPBP2" "DHX8"
## [2589] "CITED4" "LILRB2"
## [2591] "ATF6" "RFTN1"
## [2593] "NAA20" "TRIM14"
## [2595] "MACROD2" "OSBPL7"
## [2597] "RNF214" "RNF25"
## [2599] "KIAA0196" "STAT3"
## [2601] "BLOC1S2" "CHD1"
## [2603] "WARS2" "THEMIS2"
## [2605] "USP16" "PRAM1"
## [2607] "NSUN3" "RBM26-AS1"
## [2609] "MAP4K2" "CACUL1"
## [2611] "ZNF511" "PCF11"
## [2613] "FBXL17" "CASC4"
## [2615] "ZNHIT6" "ANKZF1"
## [2617] "DCTN5" "ZADH2"
## [2619] "ATP6V1A" "EXOSC10"
## [2621] "LYRM7" "BBS2"
## [2623] "SLC30A4" "BOD1L1"
## [2625] "TUT1" "IKBKE"
## [2627] "ZZEF1" "PTAFR"
## [2629] "TMEM161A" "METTL4"
## [2631] "TCEA3" "RABGAP1L"
## [2633] "DUSP28" "MT1F"
## [2635] "C10orf128" "KDSR"
## [2637] "FH" "FAM111A"
## [2639] "LIPE" "GIMAP1"
## [2641] "MAP9" "VCPIP1"
## [2643] "FAM175A" "ST20"
## [2645] "THEM4" "HEATR1"
## [2647] "SYNGR2" "TIA1"
## [2649] "SDF2L1" "UCKL1"
## [2651] "BTN3A3" "CDK17"
## [2653] "EHD1" "TMEM159"
## [2655] "SSSCA1" "CDC42"
## [2657] "MYO1C" "CD47"
## [2659] "RSAD2" "ING1"
## [2661] "MCFD2" "TTN-AS1"
## [2663] "RBM27" "TGIF1"
## [2665] "MRPL49" "FLOT2"
## [2667] "STAG2" "HCFC2"
## [2669] "DDX19A" "RAD51D"
## [2671] "FBXL3" "SUMF2"
## [2673] "ORMDL2" "CRTC2"
## [2675] "DEF8" "MPP6"
## [2677] "LYPLA2" "CASP2"
## [2679] "RP4-594I10.3" "STAT6"
## [2681] "RAB5B" "FADD"
## [2683] "FAM228B" "POLR3E"
## [2685] "ABHD10" "MGME1"
## [2687] "C7orf60" "ATHL1"
## [2689] "SLC25A38" "AGK"
## [2691] "ZNF595" "PCNX"
## [2693] "RP11-140K17.3" "TCTEX1D2"
## [2695] "RBM12" "RP11-488C13.5"
## [2697] "AEBP1" "FGFR1OP2"
## [2699] "LCLAT1" "VPS52"
## [2701] "TNFRSF17" "MED7"
## [2703] "ZFYVE27" "CDHR3"
## [2705] "DESI2" "TSPAN17"
## [2707] "SEC61B" "LIN52"
## [2709] "FAM199X" "SCAF11"
## [2711] "FAM76A" "ZNF780A"
## [2713] "GPANK1" "SLC20A2"
## [2715] "HS1BP3" "HEATR5B"
## [2717] "HIF1AN" "CTSF"
## [2719] "XRCC1" "BCL2L1"
## [2721] "RNF170" "TOR1AIP1"
## [2723] "LINC00649" "USO1"
## [2725] "TRPS1" "CBLL1"
## [2727] "ZBTB11" "MAF"
## [2729] "GPALPP1" "DMTF1"
## [2731] "PFKP" "OSBPL10"
## [2733] "SMCR5" "DLST"
## [2735] "GTF2B" "AC002117.1"
## [2737] "RASGEF1B" "ZNF639"
## [2739] "POP7" "GCNT1"
## [2741] "SPSB2" "KCTD5"
## [2743] "CTC-425F1.4" "GPX7"
## [2745] "NAA35" "TAOK2"
## [2747] "TIMM22" "MDP1"
## [2749] "RRNAD1" "DENND3"
## [2751] "PDE4B" "WWOX"
## [2753] "SLC25A14" "BNIP3"
## [2755] "GIPC1" "NARFL"
## [2757] "SIRT6" "C12orf76"
## [2759] "FAXDC2" "KIAA1191"
## [2761] "RP11-879F14.2" "EXOSC8"
## [2763] "TTC8" "SNTB2"
## [2765] "TLR2" "EDC3"
## [2767] "RBM19" "PEX19"
## [2769] "MIS12" "OSCAR"
## [2771] "LENG1" "ASNSD1"
## [2773] "EAF1" "FAM78A"
## [2775] "AP4S1" "IFNG-AS1"
## [2777] "MAPRE2" "PDGFD"
## [2779] "TRIP4" "CCP110"
## [2781] "RP4-728D4.2" "HIST1H2BC"
## [2783] "CETN3" "FAM177A1"
## [2785] "TRIB1" "TSTA3"
## [2787] "COG3" "TIMM9"
## [2789] "CEP63" "ATP10D"
## [2791] "KCTD20" "KDM4C"
## [2793] "TRPT1" "FEM1B"
## [2795] "MED15" "LILRB4"
## [2797] "C19orf48" "ZNF480"
## [2799] "HMG20A" "RP11-430B1.2"
## [2801] "TRMT61A" "FAM122B"
## [2803] "MRM1" "SDHAF2"
## [2805] "C14orf142" "SENP7"
## [2807] "OBFC1" "GATAD1"
## [2809] "KAT6A" "RNF38"
## [2811] "C19orf12" "HERC5"
## [2813] "ETNK1" "MRPS31"
## [2815] "SLC31A2" "GPS1"
## [2817] "LINC00886" "PAQR8"
## [2819] "PNO1" "LHPP"
## [2821] "MICALCL" "VPS26A"
## [2823] "HMGCL" "CCDC126"
## [2825] "PLD3" "NIPAL3"
## [2827] "TRPM7" "PPP2R1B"
## [2829] "ICOS" "PQBP1"
## [2831] "SLC35E3" "PHLDA1"
## [2833] "UCK1" "ZNF799"
## [2835] "UBAC2" "FUNDC1"
## [2837] "WWC3" "DCUN1D1"
## [2839] "LINC00402" "TMEM219"
## [2841] "MMP23B" "ZCCHC10"
## [2843] "ZNF429" "UBL4A"
## [2845] "MKLN1" "STAG3"
## [2847] "TIMM44" "SAV1"
## [2849] "ZNF43" "TSC2"
## [2851] "CASP3" "TTC32"
## [2853] "C4orf33" "PPP2R2B"
## [2855] "NBR1" "PPP6R2"
## [2857] "TLK1" "KIAA1033"
## [2859] "ZNF622" "PRKCQ"
## [2861] "GLYCTK" "THEM6"
## [2863] "ZBTB43" "SMARCA2"
## [2865] "HNRNPUL2" "NLRC5"
## [2867] "UBR5" "SNHG10"
## [2869] "LINC00526" "LDLR"
## [2871] "TTC5" "FAM179B"
## [2873] "SPPL3" "RIOK1"
## [2875] "ZNF682" "CLPX"
## [2877] "RBM10" "FAM101B"
## [2879] "ERCC6L2" "RPUSD4"
## [2881] "SENCR" "SNX9"
## [2883] "ATP2B4" "EIF4EBP2"
## [2885] "YES1" "KCTD10"
## [2887] "UBE2W" "C2orf68"
## [2889] "CDYL" "SIDT2"
## [2891] "LYRM2" "KLF3"
## [2893] "HERC1" "IRF3"
## [2895] "APOA1BP" "UBXN2A"
## [2897] "NFKBIL1" "CSGALNACT1"
## [2899] "UVRAG" "CAMTA1"
## [2901] "SEL1L" "PFDN4"
## [2903] "TOPORS" "MOAP1"
## [2905] "ZNF444" "C8orf82"
## [2907] "TMEM102" "CPEB4"
## [2909] "CREB3L2" "MAST4"
## [2911] "RSAD1" "MAP3K2"
## [2913] "LRIG2" "ALDH6A1"
## [2915] "TTC31" "C8orf44"
## [2917] "GTF2IRD2B" "EIF4G3"
## [2919] "ZNF775" "TMEM42"
## [2921] "SLC25A37" "CCDC65"
## [2923] "FBXW11" "FAM198B"
## [2925] "ZNF638" "VKORC1"
## [2927] "TRMT13" "SSBP3"
## [2929] "PDE12" "NF1"
## [2931] "SNRK" "PRIMPOL"
## [2933] "POLR3H" "IDI1"
## [2935] "ATG7" "SLC25A20"
## [2937] "PIGC" "LIPT2"
## [2939] "ZNF611" "PCYT2"
## [2941] "KHNYN" "PARP16"
## [2943] "ACIN1" "NECAB3"
## [2945] "SNRNP27" "FADS1"
## [2947] "TNNT1" "ETFDH"
## [2949] "DTX3" "DHRS4"
## [2951] "CLEC4C" "CHMP1A"
## [2953] "RP11-620J15.3" "RBBP4"
## [2955] "ISOC2" "DNAJC17"
## [2957] "CBX5" "THRA"
## [2959] "JAGN1" "FAM212A"
## [2961] "SLC15A4" "LEPROT"
## [2963] "UBE3B" "CENPQ"
## [2965] "BACH1" "SAMD1"
## [2967] "ATP6V1H" "FAM219B"
## [2969] "SLC8B1" "GAS2L1"
## [2971] "COG8" "TAF3"
## [2973] "SH2B1" "NOP56"
## [2975] "C2CD4D" "KRT1"
## [2977] "TAF13" "CSE1L"
## [2979] "RIF1" "SDAD1"
## [2981] "RP11-332H14.2" "ABCB4"
## [2983] "EHMT2" "AMDHD2"
## [2985] "ANAPC2" "GLCCI1"
## [2987] "XPA" "EIF3J-AS1"
## [2989] "DENND1C" "NENF"
## [2991] "LMNB1" "PTGS1"
## [2993] "MRPL19" "AP001055.6"
## [2995] "EIF2B5" "BEND5"
## [2997] "RC3H1" "IMMP2L"
## [2999] "HELB" "GNAQ"
## [3001] "UBR7" "HPGD"
## [3003] "RP11-141B14.1" "C16orf58"
## [3005] "HDAC5" "QRICH1"
## [3007] "LUZP1" "GLO1"
## [3009] "SRRT" "APTX"
## [3011] "ANAPC10" "ORAI3"
## [3013] "RFX1" "GIMAP6"
## [3015] "ARL11" "STXBP3"
## [3017] "TMEM141" "ARNT"
## [3019] "PDRG1" "SLC4A2"
## [3021] "NUDT4" "PUM2"
## [3023] "MED19" "SERPINE2"
## [3025] "NEDD1" "ZNF292"
## [3027] "ASCC3" "USP12"
## [3029] "ZBTB10" "OXR1"
## [3031] "LILRB3" "ZNF326"
## [3033] "OASL" "CASP10"
## [3035] "GJC3" "NCOA5"
## [3037] "RANBP9" "TRIM44"
## [3039] "NMB" "COL4A3BP"
## [3041] "GPR160" "CLOCK"
## [3043] "GRK5" "MAD2L2"
## [3045] "TXNDC11" "ANKS3"
## [3047] "ALG12" "ZNF212"
## [3049] "WDR77" "CCDC18"
## [3051] "CCDC112" "CMTR2"
## [3053] "ZNF33B" "RILPL2"
## [3055] "ADRBK1" "EIF5A2"
## [3057] "FBXO32" "TUBE1"
## [3059] "ORC4" "FAM32A"
## [3061] "CPNE5" "PPWD1"
## [3063] "NIP7" "REST"
## [3065] "THAP1" "POLM"
## [3067] "RP11-110G21.1" "ASB16-AS1"
## [3069] "YEATS2" "UHRF1BP1L"
## [3071] "GTPBP2" "ANTXR2"
## [3073] "PGPEP1" "PDE3B"
## [3075] "CTDSPL2" "TNFAIP8L1"
## [3077] "LINC00987" "ATXN7L1"
## [3079] "PCMTD2" "EVA1B"
## [3081] "HIVEP3" "MGST2"
## [3083] "WDR91" "HIST2H2AC"
## [3085] "H6PD" "ZNF232"
## [3087] "MMADHC" "GLTP"
## [3089] "RANBP2" "RCHY1"
## [3091] "ZNF121" "TFIP11"
## [3093] "SNUPN" "SDHA"
## [3095] "ZMAT1" "POLR1C"
## [3097] "HRAS" "TCEAL8"
## [3099] "KMO" "VAPB"
## [3101] "SAMD4B" "SRA1"
## [3103] "CENPT" "GNL3L"
## [3105] "LINC01013" "WDR60"
## [3107] "KIAA1715" "PHRF1"
## [3109] "GBE1" "EPS15L1"
## [3111] "FRG1" "SH2B2"
## [3113] "CCNT1" "MAD2L1BP"
## [3115] "CRNKL1" "IGFBP4"
## [3117] "NOL8" "CTNNBIP1"
## [3119] "PAN3" "MOSPD3"
## [3121] "POM121" "ZNF544"
## [3123] "ZFYVE28" "MXD4"
## [3125] "STK11" "SIGLEC7"
## [3127] "GEMIN7" "SPTAN1"
## [3129] "TP53RK" "MRPL46"
## [3131] "POLR2B" "TRAPPC10"
## [3133] "GRWD1" "LAMP3"
## [3135] "ABCA5" "SAFB2"
## [3137] "DNAJC14" "CDC14A"
## [3139] "NSUN5" "SNX29"
## [3141] "GOSR1" "TDP1"
## [3143] "LTN1" "GYLTL1B"
## [3145] "PSME4" "PPP1R10"
## [3147] "FAM217B" "COMMD4"
## [3149] "ASCC1" "PSD4"
## [3151] "ATG16L2" "C12orf66"
## [3153] "RALGAPA1" "NPC1"
## [3155] "SZT2" "SP3"
## [3157] "PIAS1" "YIPF4"
## [3159] "POLG2" "SIN3A"
## [3161] "NUDT9" "TBC1D19"
## [3163] "FAM120A" "GOLGA3"
## [3165] "LATS1" "SIPA1L3"
## [3167] "MCMBP" "MGAT5"
## [3169] "NT5C3B" "NGLY1"
## [3171] "SWSAP1" "DCAF10"
## [3173] "TUBB4B" "KIF21A"
## [3175] "ZNF131" "UBR4"
## [3177] "CHD8" "FIP1L1"
## [3179] "ZDHHC6" "ADARB1"
## [3181] "EXOSC6" "CEP104"
## [3183] "AP001258.4" "GNL1"
## [3185] "ORAOV1" "RP11-182L21.6"
## [3187] "ST6GALNAC4" "TRMT61B"
## [3189] "TMEM138" "ITPKB"
## [3191] "MLEC" "NDRG3"
## [3193] "GLTSCR1L" "MBTPS1"
## [3195] "HLA-G" "KLHDC2"
## [3197] "ZNF574" "NSUN6"
## [3199] "F5" "TUG1"
## [3201] "TMEM199" "NAGK"
## [3203] "MLXIP" "TSC22D2"
## [3205] "IL1RN" "KIR2DL1"
## [3207] "UBR1" "SHMT2"
## [3209] "CDK2AP2" "LINC00623"
## [3211] "PANK2" "SCAF8"
## [3213] "WDR43" "CYP27A1"
## [3215] "SPHK2" "TNFSF14"
## [3217] "COPA" "TRPM4"
## [3219] "SPINT2" "UBA6"
## [3221] "FAM89B" "APBB1"
## [3223] "NFYC" "MED12"
## [3225] "PHF21A" "PELI1"
## [3227] "FBXL12" "AC005082.12"
## [3229] "MTRR" "GBP3"
## [3231] "SH3GL1" "RNF20"
## [3233] "ACVR1" "SDHAF1"
## [3235] "TRIP11" "TELO2"
## [3237] "FSTL1" "KCNE3"
## [3239] "SPTSSA" "PPID"
## [3241] "SLC39A8" "ANAPC4"
## [3243] "MAVS" "CARF"
## [3245] "ANKRD40" "TRIM28"
## [3247] "BCL10" "LCOR"
## [3249] "UGDH" "VPS26B"
## [3251] "ZNF557" "C8orf33"
## [3253] "PDZK1IP1" "VWA9"
## [3255] "WDYHV1" "CEP164"
## [3257] "TP53" "PTPRJ"
## [3259] "RBM41" "SLK"
## [3261] "NSF" "ZFY"
## [3263] "LRRC8A" "TBC1D5"
## [3265] "CPOX" "TOPORS-AS1"
## [3267] "RCCD1" "ARHGAP15"
## [3269] "SLC36A4" "LYRM9"
## [3271] "GDF11" "CCNK"
## [3273] "C1orf109" "MT-ATP8"
## [3275] "SCAF4" "ENO2"
## [3277] "AFF1" "PRMT7"
## [3279] "RPAP2" "DDX19B"
## [3281] "RCOR3" "GAS7"
## [3283] "CTC-523E23.11" "KAT7"
## [3285] "PEX1" "ZNF737"
## [3287] "RP13-1032I1.7" "GEMIN2"
## [3289] "BTN2A2" "MPV17"
## [3291] "PLRG1" "ENOSF1"
## [3293] "ZNF318" "RNF4"
## [3295] "LIG1" "HEXIM1"
## [3297] "PREB" "AUH"
## [3299] "RPL36" "TPRA1"
## [3301] "CECR1" "ZNF160"
## [3303] "RNMT" "NNT"
## [3305] "WDTC1" "METRN"
## [3307] "MTCH2" "TMC8"
## [3309] "MORF4L2" "B3GALT4"
## [3311] "DHRS4L2" "ZNF414"
## [3313] "C11orf68" "FTSJ1"
## [3315] "ADSL" "HAUS5"
## [3317] "FDX1L" "SPG20"
## [3319] "FCAR" "DHX15"
## [3321] "EAPP" "MOSPD2"
## [3323] "TXLNG" "PRDM1"
## [3325] "AKIP1" "KDM2A"
## [3327] "PHLDA2" "PDSS2"
## [3329] "PAF1" "ASB8"
## [3331] "NOC3L" "SBK1"
## [3333] "CREB5" "ZNF227"
## [3335] "RAB4B" "TMEM214"
## [3337] "DPH7" "PPP1R12C"
## [3339] "SGSH" "UBE4A"
## [3341] "AGL" "PPP1R35"
## [3343] "PPT2-EGFL8" "ATP6V0A2"
## [3345] "SMARCC1" "ZNF566"
## [3347] "PLCG1" "CD59"
## [3349] "HS2ST1" "RLF"
## [3351] "HNRNPU-AS1" "TYW5"
## [3353] "RASSF4" "TMEM177"
## [3355] "GPATCH1" "EEA1"
## [3357] "SMPD1" "GPN1"
## [3359] "CDK5RAP1" "GGPS1"
## [3361] "DNAJC9" "CRKL"
## [3363] "KCNA3" "MTIF3"
## [3365] "TNK2" "APOL6"
## [3367] "ZNF430" "TSGA10"
## [3369] "STAU1" "VPS45"
## [3371] "C22orf39" "CRK"
## [3373] "ICA1L" "MFN1"
## [3375] "FLYWCH1" "FAM120AOS"
## [3377] "ZNF7" "RRP12"
## [3379] "SUGP1" "WDR45B"
## [3381] "METAP1" "SLC7A6"
## [3383] "ZNF467" "SLC25A17"
## [3385] "RP11-1000B6.3" "PDCL"
## [3387] "ZNF266" "ZDHHC21"
## [3389] "CAMK1" "VPS41"
## [3391] "ZCCHC18" "EARS2"
## [3393] "PIAS2" "ZMYND8"
## [3395] "LILRB1" "ELK4"
## [3397] "TMEM106A" "APBA3"
## [3399] "SPG11" "C1GALT1C1"
## [3401] "INPP4B" "ALPK1"
## [3403] "RASSF7" "DDHD1"
## [3405] "ANKH" "NICN1"
## [3407] "SNAI3" "MSMO1"
## [3409] "FAM53B" "METAP1D"
## [3411] "CD2BP2" "CDKN1A"
## [3413] "TTLL3" "POLG"
## [3415] "EIF2B4" "FAM126A"
## [3417] "GOLGA8B" "TAPT1"
## [3419] "ZFAND2A" "FOXJ2"
## [3421] "ZNF786" "IQGAP2"
## [3423] "MFGE8" "TRIM69"
## [3425] "AP1G2" "IMMP1L"
## [3427] "PKD1" "FXYD1"
## [3429] "DHX30" "NIPBL"
## [3431] "EEFSEC" "RAB11FIP4"
## [3433] "POLR2J3" "FRA10AC1"
## [3435] "SETD3" "LINC00176"
## [3437] "MRPS27" "RAB2B"
## [3439] "MRPL9" "RNF185"
## [3441] "TRIM23" "THOC7"
## [3443] "FAM134B" "FBXL20"
## [3445] "RRAGB" "ANKRD13A"
## [3447] "VPS72" "BRIX1"
## [3449] "DHRSX" "DYRK2"
## [3451] "UBR3" "PLCG2"
## [3453] "ZNF226" "MAN1B1"
## [3455] "ZNF681" "OGT"
## [3457] "PRIM1" "ZNF667-AS1"
## [3459] "ACSM3" "JOSD1"
## [3461] "C6orf47" "FNBP4"
## [3463] "CCDC84" "ISCA1"
## [3465] "MTHFR" "ABCD3"
## [3467] "EIF2AK4" "SUPT3H"
## [3469] "KPNA5" "FBXO22"
## [3471] "CHRAC1" "ZUFSP"
## [3473] "RBAK-RBAKDN" "C15orf61"
## [3475] "PEX2" "SLC25A19"
## [3477] "ABCG1" "ZBTB37"
## [3479] "PCYOX1" "DAPK3"
## [3481] "LIMS2" "CCAR1"
## [3483] "PSMG4" "RECK"
## [3485] "TMEM209" "RAB27B"
## [3487] "PYGB" "POLE3"
## [3489] "RAB35" "TOLLIP-AS1"
## [3491] "YEATS4" "USP34"
## [3493] "TRIM21" "RNF40"
## [3495] "RNF19A" "TBC1D25"
## [3497] "CCDC64" "REXO4"
## [3499] "DHX58" "ZNF45"
## [3501] "GIGYF1" "TNKS2"
## [3503] "DGCR2" "FCF1"
## [3505] "SYCE1L" "UHMK1"
## [3507] "TUBGCP5" "TMEM181"
## [3509] "PPA2" "FAM63A"
## [3511] "UMPS" "CDK16"
## [3513] "TRMT2A" "FBXO11"
## [3515] "AC010642.1" "DCTPP1"
## [3517] "AARSD1" "CDCA4"
## [3519] "FGFR1OP" "ZNF514"
## [3521] "WHSC1" "TGOLN2"
## [3523] "WDR59" "RAB1B"
## [3525] "RNF126" "CCDC127"
## [3527] "CAPN7" "DPH5"
## [3529] "FAM8A1" "NDUFS1"
## [3531] "FAAH" "UTP23"
## [3533] "TTC33" "EIF2AK3"
## [3535] "ZNF718" "S100P"
## [3537] "IFT88" "GALNT2"
## [3539] "STRN4" "DTX3L"
## [3541] "USP36" "DENND6A"
## [3543] "WDSUB1" "LPP"
## [3545] "TRIM4" "RPP21"
## [3547] "ATPAF1" "SLC35B3"
## [3549] "THUMPD2" "UPF2"
## [3551] "PIK3R4" "RBM34"
## [3553] "RFXAP" "ARHGEF7"
## [3555] "CSNK1G3" "LTBP3"
## [3557] "EXOC1" "CRTC1"
## [3559] "ZNF141" "ZNF708"
## [3561] "RNASEH2B" "ARL2"
## [3563] "ST7L" "ABCA2"
## [3565] "SLC25A51" "RP11-493L12.4"
## [3567] "LRRC8C" "ZNF394"
## [3569] "CTB-133G6.1" "KIF21B"
## [3571] "PDDC1" "FAM184B"
## [3573] "TRIM41" "BICD2"
## [3575] "TNKS" "PLEKHG3"
## [3577] "GK5" "RNF187"
## [3579] "GID8" "E2F5"
## [3581] "EMD" "THADA"
## [3583] "WDR89" "ZNF468"
## [3585] "NIFK" "AK1"
## [3587] "ARL1" "XPOT"
## [3589] "IL2RA" "VRK2"
## [3591] "METTL17" "ZMIZ2"
## [3593] "YARS" "RP13-977J11.2"
## [3595] "AC113189.5" "SMN2"
## [3597] "SP4" "PIK3C2B"
## [3599] "FAM21C" "CXorf56"
## [3601] "HDAC4" "GPATCH11"
## [3603] "GAMT" "TRIM65"
## [3605] "IDUA" "SLC35E2B"
## [3607] "CDIP1" "LINC01138"
## [3609] "CIDEB" "KRR1"
## [3611] "RNF34" "ORC3"
## [3613] "TMEM216" "MYO19"
## [3615] "ACADM" "HMGN4"
## [3617] "FBXO34" "SEMA4B"
## [3619] "NFATC2IP" "TBC1D10B"
## [3621] "FBXW2" "ICT1"
## [3623] "GTPBP3" "SMG9"
## [3625] "ANKRD20A4" "SF3B3"
## [3627] "MKNK2" "SEC23B"
## [3629] "LYRM1" "SOCS2"
## [3631] "EP400NL" "NCLN"
## [3633] "MMAB" "HIST1H2BN"
## [3635] "MED1" "SMIM5"
## [3637] "TGDS" "FAM175B"
## [3639] "ACOT4" "RIPK1"
## [3641] "ZNF211" "CANX"
## [3643] "ALKBH2" "IGSF8"
## [3645] "TNFSF12" "GIGYF2"
## [3647] "NSMCE2" "LPCAT4"
## [3649] "WWP1" "MARCH5"
## [3651] "ATP11B" "SMARCE1"
## [3653] "TBP" "PDS5B"
## [3655] "PECR" "TMEM127"
## [3657] "PAM" "LCN2"
## [3659] "DHX16" "GFI1"
## [3661] "KANSL1-AS1" "EYA3"
## [3663] "PLA2G6" "THAP7-AS1"
## [3665] "AP5Z1" "ARID2"
## [3667] "EIF2B2" "ACYP2"
## [3669] "PLCE1" "PCM1"
## [3671] "PYGO2" "ABL2"
## [3673] "NUDT5" "MIF4GD"
## [3675] "DPY19L4" "SIAH1"
## [3677] "ZNF675" "GAPVD1"
## [3679] "EIF4E3" "TLR4"
## [3681] "CYB5R1" "PGBD2"
## [3683] "KDM7A" "NELFA"
## [3685] "KIAA0922" "FLVCR1"
## [3687] "KIR3DL1" "ST8SIA4"
## [3689] "POLR2I" "ARSA"
## [3691] "PGAP2" "GFOD1"
## [3693] "COG4" "SIRT2"
## [3695] "DDHD2" "ITPR3"
## [3697] "RRP15" "NF2"
## [3699] "POGLUT1" "HIVEP2"
## [3701] "WBP1L" "ATP5S"
## [3703] "CXCL3" "MEMO1"
## [3705] "CELA1" "PDZD8"
## [3707] "LCN8" "SEC24C"
## [3709] "CALU" "ST3GAL3"
## [3711] "TP53BP1" "SUZ12"
## [3713] "TP53BP2" "PWWP2A"
## [3715] "HCG18" "STX6"
## [3717] "SMIM8" "SRFBP1"
## [3719] "GRPEL1" "FAM50B"
## [3721] "FIGNL1" "EBNA1BP2"
## [3723] "RP11-242D8.1" "DTNB"
## [3725] "SLC12A6" "LINC00847"
## [3727] "TCL1B" "ZMAT2"
## [3729] "NUP35" "EID2B"
## [3731] "KLHL9" "TBRG1"
## [3733] "ZNF138" "MTMR1"
## [3735] "GATAD2A" "FAM19A2"
## [3737] "TRUB2" "CD1D"
## [3739] "HINT3" "CLN8"
## [3741] "RPAIN" "FUBP3"
## [3743] "TMEM57" "TUSC2"
## [3745] "SUN1" "CTA-292E10.6"
## [3747] "PRPF3" "MECR"
## [3749] "ZNF395" "MRPS10"
## [3751] "LONRF1" "ZNF253"
## [3753] "BPNT1" "ELAC1"
## [3755] "CEBPZ" "TBL1XR1"
## [3757] "ZGLP1" "JRKL"
## [3759] "SGSM3" "TRAK2"
## [3761] "SFR1" "CCR10"
## [3763] "KAT8" "INTS2"
## [3765] "CRELD1" "PYGL"
## [3767] "TRIM11" "LYPLAL1"
## [3769] "VPS13B" "MGAT4A"
## [3771] "SLC39A4" "KDM5D"
## [3773] "CROT" "SENP5"
## [3775] "TMEM33" "LIAS"
## [3777] "HIRA" "ZNF48"
## [3779] "DBT" "GMDS-AS1"
## [3781] "SGK494" "CTC1"
## [3783] "CES4A" "NAE1"
## [3785] "SIGLEC10" "HSD17B7"
## [3787] "GGNBP2" "MIR181A2HG"
## [3789] "ACAD8" "MARK3"
## [3791] "CENPV" "ACAP3"
## [3793] "RP1-28O10.1" "MICB"
## [3795] "SYMPK" "GOLGA8A"
## [3797] "TM7SF2" "ZMYND11"
## [3799] "DFFA" "ZBTB24"
## [3801] "HMGCS1" "RXRB"
## [3803] "LMF2" "PRPF4"
## [3805] "PSTPIP2" "CALCOCO1"
## [3807] "DNAAF2" "CYTH2"
## [3809] "TEX261" "MLLT10"
## [3811] "RP11-327P2.5" "HBS1L"
## [3813] "RP11-473I1.5" "ZNF525"
## [3815] "CDKN2AIPNL" "TTC7A"
## [3817] "MARCH9" "ZNF780B"
## [3819] "CEP95" "IPCEF1"
## [3821] "TAF2" "GOLGA1"
## [3823] "DIABLO" "HAGHL"
## [3825] "FAM13B" "SLC25A25"
## [3827] "ZNF707" "ARHGAP35"
## [3829] "COX10" "STARD10"
## [3831] "ASF1A" "IWS1"
## [3833] "RLN2" "MED17"
## [3835] "FAM122C" "PIGG"
## [3837] "ZC3H11A" "RASGRP1"
## [3839] "CNOT3" "WBP2"
## [3841] "SEC24B" "SAAL1"
## [3843] "C5orf15" "MID1IP1"
## [3845] "ARL4D" "TRIT1"
## [3847] "TRAF1" "ZMYM5"
## [3849] "RPP25L" "FAF1"
## [3851] "CDKL3" "RP11-539L10.2"
## [3853] "RAB3IP" "INO80E"
## [3855] "C16orf91" "NT5DC1"
## [3857] "THAP3" "FAM210A"
## [3859] "RAB11FIP2" "POFUT2"
## [3861] "CCDC71" "DLGAP1-AS1"
## [3863] "GKAP1" "COX18"
## [3865] "MLLT3" "RNF169"
## [3867] "MZT1" "UBE4B"
## [3869] "ABHD15" "BAP1"
## [3871] "PLD6" "TIMP2"
## [3873] "CCDC117" "RNF146"
## [3875] "HIPK1" "INF2"
## [3877] "RAPGEF6" "CSTF1"
## [3879] "DNAJC27" "CXCR6"
## [3881] "RP3-325F22.5" "TTC39B"
## [3883] "GALK1" "CDK9"
## [3885] "SPNS1" "CCDC130"
## [3887] "TMEM223" "MATN1-AS1"
## [3889] "ASXL2" "NEDD9"
## [3891] "FANCF" "CAAP1"
## [3893] "ZNF16" "SH3KBP1"
## [3895] "SSH1" "HYLS1"
## [3897] "CREB3L4" "GNB1L"
## [3899] "FAHD2A" "AP006621.5"
## [3901] "PRRT3" "ARSD"
## [3903] "MTMR2" "TRIM16L"
## [3905] "CLUAP1" "OBSCN"
## [3907] "CD163" "PAXBP1"
## [3909] "NOP2" "MAFF"
## [3911] "TMED4" "TRNT1"
## [3913] "MED22" "KLHL22"
## [3915] "ZNF487" "POLR1E"
## [3917] "AKT3" "PCSK5"
## [3919] "SCIMP" "MSRB2"
## [3921] "TANGO6" "RABL2A"
## [3923] "POP5" "RP11-412D9.4"
## [3925] "CUL4A" "APEX2"
## [3927] "ZNF605" "C1orf122"
## [3929] "PRR12" "UBE2E3"
## [3931] "HSPBAP1" "GCDH"
## [3933] "VPS4B" "HNRNPLL"
## [3935] "CLCN3" "ACBD6"
## [3937] "ATP2B1" "LUC7L2"
## [3939] "BMS1" "NUP155"
## [3941] "P2RY11" "C4orf27"
## [3943] "PTCD2" "CRTC3"
## [3945] "TEN1" "DEDD"
## [3947] "EPB42" "KAT2A"
## [3949] "CES2" "ADO"
## [3951] "RP11-936I5.1" "MAGT1"
## [3953] "SC5D" "KCTD18"
## [3955] "MKRN2" "WDFY4"
## [3957] "B3GAT2" "FAM208A"
## [3959] "PLAA" "ZNF687"
## [3961] "HSF2" "SLC10A3"
## [3963] "IPP" "EMC10"
## [3965] "ACSL1" "CHORDC1"
## [3967] "PRSS57" "MAPK3"
## [3969] "LARS" "NAPEPLD"
## [3971] "TAOK3" "RRP8"
## [3973] "YLPM1" "NMNAT3"
## [3975] "GFPT1" "RP1-39G22.7"
## [3977] "ZNF669" "SPATA2L"
## [3979] "LSR" "PLXND1"
## [3981] "TSPAN33" "ATAD3C"
## [3983] "CPSF7" "SLC38A6"
## [3985] "RAB24" "FLCN"
## [3987] "ZNF703" "AC022182.3"
## [3989] "S100PBP" "CCDC97"
## [3991] "MOB3C" "AP3M1"
## [3993] "TATDN3" "VIPR1"
## [3995] "ODF2" "GNL3"
## [3997] "PPP2R2D" "DYM"
## [3999] "MCM7" "PHF11"
## [4001] "TTC17" "CYP2R1"
## [4003] "PHKG2" "BTBD1"
## [4005] "C6orf136" "E2F3"
## [4007] "RP11-73E17.2" "PRKAB2"
## [4009] "RP11-545I5.3" "RUVBL1"
## [4011] "MBIP" "HAR1A"
## [4013] "NMD3" "PIGP"
## [4015] "TNFRSF9" "JAKMIP2"
## [4017] "C12orf49" "GPR68"
## [4019] "GUF1" "KIF3C"
## [4021] "FGD3" "TYK2"
## [4023] "LRRC59" "PARN"
## [4025] "INPPL1" "GTF3C5"
## [4027] "CENPK" "SOCS4"
## [4029] "PAIP2B" "NLRP1"
## [4031] "GMPS" "RP11-345P4.9"
## [4033] "LNPEP" "ARHGEF18"
## [4035] "L3HYPDH" "NUMA1"
## [4037] "ZNF426" "NPIPB5"
## [4039] "POMGNT1" "HSDL1"
## [4041] "AP5M1" "LMOD3"
## [4043] "ZBTB2" "DUS2"
## [4045] "RPGR" "KBTBD3"
## [4047] "NUDT1" "RC3H2"
## [4049] "SLC46A3" "MPRIP"
## [4051] "C14orf93" "IP6K2"
## [4053] "TMEM131" "THEMIS"
## [4055] "MPP5" "BDH2"
## [4057] "PRKAG2-AS1" "ACSF3"
## [4059] "CTDSP1" "ZFX"
## [4061] "BLMH" "TCEAL3"
## [4063] "EMC9" "SH3GLB2"
## [4065] "ZNF503" "MTMR10"
## [4067] "NUP153" "GMFB"
## [4069] "XRCC6BP1" "ZNF573"
## [4071] "ZNF175" "PPM1F"
## [4073] "SLMAP" "TRPV2"
## [4075] "RPS6KL1" "IL13RA1"
## [4077] "TMEM5" "DBP"
## [4079] "SMG7" "DNASE1"
## [4081] "METTL15" "DGCR8"
## [4083] "NMT1" "NUDT7"
## [4085] "KDM3B" "DVL2"
## [4087] "ZSCAN16-AS1" "IRGQ"
## [4089] "CDC34" "SLC39A7"
## [4091] "SETDB1" "USP37"
## [4093] "BBS4" "MZF1"
## [4095] "CTD-2020K17.4" "PDP1"
## [4097] "PSPC1" "ATP6V0A1"
## [4099] "CLYBL" "LMO7"
## [4101] "DHX37" "EFCAB2"
## [4103] "SPINK2" "DPP4"
## [4105] "PITHD1" "DYNLT3"
## [4107] "DCAF16" "OGG1"
## [4109] "KAT2B" "FBXL8"
## [4111] "DLAT" "RP3-402G11.26"
## [4113] "ERF" "C19orf33"
## [4115] "PM20D2" "USP6NL"
## [4117] "SCYL2" "PDZD11"
## [4119] "KIAA0100" "HDAC6"
## [4121] "PRDM4" "CECR5"
## [4123] "RNASEH2A" "PCBP4"
## [4125] "APH1B" "WDR83"
## [4127] "PRNP" "SQLE"
## [4129] "NAPG" "SRPK1"
## [4131] "OTUD5" "BDH1"
## [4133] "DGKE" "TAB2"
## [4135] "PLGRKT" "AMPD3"
## [4137] "ZNF267" "RP11-455F5.5"
## [4139] "PCTP" "ENTPD1-AS1"
## [4141] "PRPF39" "ATP6V1D"
## [4143] "NSFL1C" "MARS"
## [4145] "MMP17" "AAR2"
## [4147] "GADD45G" "TMEM260"
## [4149] "MYO15B" "GNPDA2"
## [4151] "FBXO28" "LMBRD1"
## [4153] "C1orf27" "AC003075.4"
## [4155] "KIAA0232" "ZNF436"
## [4157] "ALDH18A1" "PPP2R5A"
## [4159] "SDR42E2" "TMEM168"
## [4161] "C12orf43" "EXOC3L1"
## [4163] "ZNF585A" "UBA6-AS1"
## [4165] "DBF4" "MARC1"
## [4167] "CTD-2336O2.1" "MT1E"
## [4169] "ZNF143" "IFT27"
## [4171] "MED11" "RPRD1A"
## [4173] "TYSND1" "IPO7"
## [4175] "AC009403.2" "KLHDC7B"
## [4177] "MTG2" "LYRM5"
## [4179] "RNF2" "CREB3"
## [4181] "INO80C" "OSBPL5"
## [4183] "SLC4A1AP" "MARCH8"
## [4185] "HTATIP2" "LMBR1L"
## [4187] "HCCS" "SHARPIN"
## [4189] "RHOQ" "SARNP"
## [4191] "DKC1" "ZNF526"
## [4193] "AGPAT5" "PCSK1N"
## [4195] "C1orf174" "BLOC1S3"
## [4197] "ETAA1" "KIFC3"
## [4199] "UBE2H" "RFWD3"
## [4201] "NUFIP2" "MRPL38"
## [4203] "HEMGN" "GOLGA2"
## [4205] "IFT52" "CCNL2"
## [4207] "ZNF140" "IFT80"
## [4209] "COG5" "RFX5"
## [4211] "SEC31A" "SUGP2"
## [4213] "IST1" "LMNB2"
## [4215] "RP11-218M22.1" "C11orf57"
## [4217] "CDR2" "TAP1"
## [4219] "CBX4" "PIM3"
## [4221] "BTN2A1" "RARS2"
## [4223] "ASXL1" "POLR2D"
## [4225] "ZNF512" "LSM1"
## [4227] "LZIC" "USP21"
## [4229] "PIP4K2C" "ANKHD1"
## [4231] "LRRC61" "MBNL1-AS1"
## [4233] "C21orf2" "C11orf80"
## [4235] "SPECC1L" "STRN3"
## [4237] "SNRNP25" "ACOT2"
## [4239] "DIRC2" "KIAA1147"
## [4241] "EPS8L2" "TRMT1L"
## [4243] "ABCF2" "UBE2M"
## [4245] "MPP7" "TRAPPC2P1"
## [4247] "MCM3AP" "LDOC1"
## [4249] "DUS3L" "TRIM58"
## [4251] "RIOK3" "GTSF1"
## [4253] "HP" "COX17"
## [4255] "C16orf52" "ZC3H6"
## [4257] "RNF44" "TKTL1"
## [4259] "CYB561D1" "BCL2L12"
## [4261] "NOC2L" "SPATS2"
## [4263] "NAA40" "RERE"
## [4265] "PUS1" "POLRMT"
## [4267] "ARHGAP11A" "SUDS3"
## [4269] "CCDC34" "RAD17"
## [4271] "MBNL2" "ATF2"
## [4273] "MCOLN2" "SP100"
## [4275] "TMEM176A" "ZNF792"
## [4277] "QSOX2" "NPEPL1"
## [4279] "PRKCE" "MUL1"
## [4281] "KCNK6" "H2AFX"
## [4283] "SPSB3" "MDM2"
## [4285] "POLR2M" "FAM177B"
## [4287] "WDR27" "ERI1"
## [4289] "NECAP1" "TMF1"
## [4291] "PUS10" "YIPF6"
## [4293] "ALDH5A1" "L3MBTL3"
## [4295] "AC093673.5" "WDR73"
## [4297] "RWDD2B" "CHIC2"
## [4299] "AXIN1" "GATC"
## [4301] "KLK1" "ACSL6"
## [4303] "DIEXF" "RITA1"
## [4305] "NT5C2" "IQCG"
## [4307] "TPST1" "ZNF506"
## [4309] "IFNGR1" "ZNF783"
## [4311] "KIF5B" "ZNF692"
## [4313] "LAX1" "RNF24"
## [4315] "FOXRED1" "EPC2"
## [4317] "LSM14B" "NFYB"
## [4319] "MVB12A" "HBEGF"
## [4321] "AMZ2" "TBC1D31"
## [4323] "TESK2" "CRCP"
## [4325] "FAM91A1" "MED29"
## [4327] "ISYNA1" "FZR1"
## [4329] "MORN3" "ZNF592"
## [4331] "RPL32" "ANKRD13C"
## [4333] "ZNF770" "MAP3K6"
## [4335] "CEP350" "ZNF672"
## [4337] "PHF23" "ASH2L"
## [4339] "TIMM8A" "CA11"
## [4341] "PLEKHG1" "ARL16"
## [4343] "VEGFB" "IKZF2"
## [4345] "TOR1AIP2" "GTF2H2C"
## [4347] "RPP38" "SLC7A5"
## [4349] "USP19" "CARKD"
## [4351] "CDC5L" "RNF11"
## [4353] "DHCR7" "IQCB1"
## [4355] "ZRANB3" "ZNF134"
## [4357] "ZNF680" "ZNF136"
## [4359] "RGS9" "ATG14"
## [4361] "PIK3CD" "FAM73A"
## [4363] "RABGAP1" "MLC1"
## [4365] "ASB7" "PIK3CG"
## [4367] "YAE1D1" "ACSS2"
## [4369] "CTU2" "ENOX2"
## [4371] "BLM" "TMX3"
## [4373] "ERBB2" "RAB3GAP1"
## [4375] "MEX3C" "GAB3"
## [4377] "N4BP1" "TGFBR1"
## [4379] "MANBA" "PURB"
## [4381] "ASTE1" "MSH2"
## [4383] "REV1" "RBM14"
## [4385] "SIMC1" "EP400"
## [4387] "ATP13A2" "RASA2"
## [4389] "MAN2C1" "ZNF641"
## [4391] "AHCTF1" "FBXO18"
## [4393] "ANKRD16" "MTMR11"
## [4395] "GCLC" "SLC35B2"
## [4397] "HDHD3" "TXNRD2"
## [4399] "TM2D3" "HERC6"
## [4401] "CDKN1B" "CYB561"
## [4403] "SCRN2" "AEN"
## [4405] "WDR11" "IL18R1"
## [4407] "SLC25A40" "DICER1"
## [4409] "C11orf1" "SPATA33"
## [4411] "DIS3L2" "AKAP8L"
## [4413] "CTC-250I14.6" "SLAIN2"
## [4415] "MRFAP1L1" "PIK3C3"
## [4417] "SNAPC5" "PRKAA1"
## [4419] "SYT5" "ANP32E"
## [4421] "PDZD4" "RRBP1"
## [4423] "C6orf203" "LXN"
## [4425] "CRIPT" "DHX57"
## [4427] "UHRF2" "MUTYH"
## [4429] "TTF2" "RARS"
## [4431] "JADE2" "CEP250"
## [4433] "TNFRSF10A" "ALG8"
## [4435] "PTCH1" "TMEM99"
## [4437] "SLC25A46" "GALNT11"
## [4439] "PPTC7" "SYNGAP1"
## [4441] "ZC3H18" "NUP98"
## [4443] "ARAF" "HOXB4"
## [4445] "SFXN3" "AKAP8"
## [4447] "AK3" "UPP1"
## [4449] "MFHAS1" "NCOA6"
## [4451] "EPB41" "PTK2"
## [4453] "C5orf63" "CEACAM21"
## [4455] "RP5-882C2.2" "MYH11"
## [4457] "DYRK4" "MYB"
## [4459] "RP11-799D4.4" "CENPC"
## [4461] "DDX46" "TIGD1"
## [4463] "SLC35C2" "ZNF527"
## [4465] "RP11-66N11.8" "UBE2Z"
## [4467] "GK" "SUSD1"
## [4469] "BCAP29" "VEGFA"
## [4471] "PCED1A" "GMEB1"
## [4473] "DDX52" "TAF1C"
## [4475] "CR2" "JPX"
## [4477] "PHF20L1" "ZNF773"
## [4479] "ACO1" "SLC16A11"
## [4481] "TMEM186" "FNDC3B"
## [4483] "CORO1C" "CYLD"
## [4485] "RP11-542M13.3" "LARP4"
## [4487] "SNTA1" "PERP"
## [4489] "C1orf52" "ZNF85"
## [4491] "TTC16" "ANKRD46"
## [4493] "SOS1" "NEK1"
## [4495] "CEP135" "SPATA5"
## [4497] "LRRC58" "BBIP1"
## [4499] "PRKAR2A" "FMR1"
## [4501] "HCAR3" "DYRK1A"
## [4503] "PIK3AP1" "TFB1M"
## [4505] "RP11-294J22.6" "CSTF2T"
## [4507] "ZFR" "PIGQ"
## [4509] "SLFN13" "SERTAD2"
## [4511] "PPRC1" "CWC22"
## [4513] "COX15" "AAAS"
## [4515] "KLHL21" "DUSP5"
## [4517] "IKBKB" "ZC3H3"
## [4519] "GNA13" "LIN7B"
## [4521] "CLIP4" "ZNF107"
## [4523] "TPK1" "ZNF671"
## [4525] "CTD-2260A17.2" "DTD2"
## [4527] "CFL2" "RPAP3"
## [4529] "SYAP1" "SIGMAR1"
## [4531] "CXCL10" "AGAP2"
## [4533] "KIF13A" "ZNF844"
## [4535] "CEP19" "DDA1"
## [4537] "KYNU" "ATG10"
## [4539] "SHQ1" "ZNF106"
## [4541] "MYL6B" "USP9X"
## [4543] "SHKBP1" "ZNF354A"
## [4545] "PRR3" "POMC"
## [4547] "NGDN" "CTD-3074O7.5"
## [4549] "ARNTL" "ZC3H4"
## [4551] "ATP11C" "RAB11B-AS1"
## [4553] "ZNF287" "TNRC6A"
## [4555] "TSR2" "DALRD3"
## [4557] "FCHSD1" "RB1"
## [4559] "NCSTN" "ARHGAP12"
## [4561] "AC079922.3" "P2RY14"
## [4563] "VAMP7" "FAM73B"
## [4565] "HIST1H2AE" "KDM6A"
## [4567] "METTL13" "ANKIB1"
## [4569] "NOP14-AS1" "ZNF714"
## [4571] "HARS2" "HPS3"
## [4573] "TULP4" "OSER1-AS1"
## [4575] "MTPAP" "SYT11"
## [4577] "AGGF1" "TIMM21"
## [4579] "TTC37" "METTL23"
## [4581] "CTCF" "C18orf21"
## [4583] "SCML1" "EXOC7"
## [4585] "ARID3B" "TRAF3IP2"
## [4587] "DOCK9" "AP1M1"
## [4589] "GYS1" "SCO1"
## [4591] "KLC1" "PLXDC2"
## [4593] "YTHDF2" "NABP1"
## [4595] "NAF1" "MED24"
## [4597] "AKT2" "FAM117B"
## [4599] "CDK5" "ASGR2"
## [4601] "PARP6" "TMEM62"
## [4603] "AKAP10" "RP11-532F6.3"
## [4605] "TAF6" "SNX19"
## [4607] "DUS1L" "SMG5"
## [4609] "PAQR7" "DENND5B"
## [4611] "YRDC" "AC002310.12"
## [4613] "CRY2" "YTHDC2"
## [4615] "DUSP14" "ANK3"
## [4617] "SPTLC1" "ZFYVE1"
## [4619] "ZFYVE19" "DHTKD1"
## [4621] "TDRD3" "SNX4"
## [4623] "TNFRSF10B" "MTX2"
## [4625] "HAUS6" "PIGO"
## [4627] "HIPK3" "FAM168B"
## [4629] "HLTF" "AZI2"
## [4631] "AQR" "MPI"
## [4633] "ZNF260" "RP11-162G10.5"
## [4635] "MSH6" "GLT8D1"
## [4637] "ERCC2" "ATP8A1"
## [4639] "PSTK" "DMWD"
## [4641] "ZBTB48" "ANGPT2"
## [4643] "CCDC163P" "INTS3"
## [4645] "RREB1" "PHF6"
## [4647] "MUS81" "TMCO6"
## [4649] "STAT2" "CCPG1"
## [4651] "CPT1A" "TNRC18"
## [4653] "IRAK2" "PRKCZ"
## [4655] "BMP2K" "CATSPER2"
## [4657] "SMARCB1" "RP11-554J4.1"
## [4659] "ELP5" "ZC3HC1"
## [4661] "OLFM2" "ANKMY2"
## [4663] "ZFYVE16" "CTD-3138B18.5"
## [4665] "SLC10A7" "AGTPBP1"
## [4667] "PPP1R37" "DLGAP4"
## [4669] "POLH" "BFAR"
## [4671] "USP47" "CBL"
## [4673] "SYCE1" "SPNS3"
## [4675] "STOML2" "ATAD2"
## [4677] "FAM216A" "TAF15"
## [4679] "OTUD6B" "NRF1"
## [4681] "HIPK2" "FBXO9"
## [4683] "SCGB1C1" "FASTK"
## [4685] "CPSF2" "RFX3"
## [4687] "XXbac-BPGBPG55C20.2" "CCDC6"
## [4689] "ATXN7" "MAN2A1"
## [4691] "CLPTM1L" "VPS16"
## [4693] "LAS1L" "ATP13A1"
## [4695] "ZFP1" "SLC30A1"
## [4697] "C2orf69" "PKN1"
## [4699] "RNF121" "RFPL2"
## [4701] "INTS1" "MBD6"
## [4703] "ECD" "DHRS13"
## [4705] "SPAG16" "OSGEPL1"
## [4707] "SERGEF" "TFB2M"
## [4709] "CTDP1" "MED13L"
## [4711] "KIN" "RP5-1068E13.7"
## [4713] "ZC3H13" "TMEM67"
## [4715] "CDC27" "DHDDS"
## [4717] "RP4-539M6.22" "RP11-211G3.2"
## [4719] "MTF2" "WRAP73"
## [4721] "ZBED1" "RP11-500C11.3"
## [4723] "RSBN1L" "HMGA1P4"
## [4725] "CTBP1-AS2" "IL12RB1"
## [4727] "SESN3" "SIRPA"
## [4729] "CLECL1" "CNP"
## [4731] "ARIH1" "LPAR2"
## [4733] "SFT2D3" "TPRG1"
## [4735] "ZNF562" "ADCK3"
## [4737] "PSMD5" "FAH"
## [4739] "UBA7" "KIAA1328"
## [4741] "MAP7D3" "C17orf75"
## [4743] "ZNF324" "WDFY1"
## [4745] "NAP1L5" "RAP1GAP2"
## [4747] "RP13-580F15.2" "HIST1H4J"
## [4749] "PATZ1" "PYROXD1"
## [4751] "MEN1" "GNG3"
## [4753] "LARP1B" "GZF1"
## [4755] "GINM1" "RNF144B"
## [4757] "ACP5" "AC023590.1"
## [4759] "SNTB1" "PYCRL"
## [4761] "TTLL5" "PINK1"
## [4763] "TTN" "MAX"
## [4765] "STIM1" "JMJD6"
## [4767] "ERCC4" "IL1RAP"
## [4769] "ZBTB3" "DCAF17"
## [4771] "GCC1" "LSS"
## [4773] "USP24" "RNF111"
## [4775] "RBM18" "MPZL3"
## [4777] "ASL" "SMAP1"
## [4779] "CKAP4" "KDM5A"
## [4781] "ZNF383" "ANKMY1"
## [4783] "PRKRIP1" "SENP6"
## [4785] "NPLOC4" "EIF1AD"
## [4787] "TCF3" "TOR1A"
## [4789] "CCDC43" "ZNF793"
## [4791] "RAB33A" "SLC44A1"
## [4793] "EEPD1" "ZNF586"
## [4795] "ING4" "SLC25A33"
## [4797] "RAB33B" "SNAPC1"
## [4799] "POU2F1" "DDX58"
## [4801] "FYTTD1" "CCDC58"
## [4803] "FASTKD2" "DBR1"
## [4805] "GMPR2" "SLC15A3"
## [4807] "PPP1R16A" "SUPT7L"
## [4809] "SDE2" "UGGT1"
## [4811] "EDRF1" "PRPS1"
## [4813] "ADA" "TTC13"
## [4815] "PIGM" "KLF11"
## [4817] "NVL" "UBXN11"
## [4819] "TMEM208" "METTL14"
## [4821] "WIPF2" "CKMT2-AS1"
## [4823] "EMC1" "AC109826.1"
## [4825] "SPATS2L" "KLC2"
## [4827] "C17orf62" "EVI2A"
## [4829] "ARHGAP6" "ZNF273"
## [4831] "KIF22" "RP11-108M9.6"
## [4833] "RNF157" "ATG3"
## [4835] "SFI1" "ZDHHC24"
## [4837] "SLC37A3" "ZNF701"
## [4839] "OR2A1-AS1" "C2orf74"
## [4841] "KIAA0430" "ZNF563"
## [4843] "CYP3A5" "ARL6IP6"
## [4845] "ATF3" "ZCCHC3"
## [4847] "PROK2" "ENTPD6"
## [4849] "RGMB" "XAB2"
## [4851] "ZFP82" "TMEM161B"
## [4853] "ANKRD39" "C7orf43"
## [4855] "LONP1" "NEIL2"
## [4857] "ADNP" "PRR14"
## [4859] "CPNE3" "C7orf49"
## [4861] "TMEM204" "ABAT"
## [4863] "TRIM26" "STRN"
## [4865] "STK39" "CENPH"
## [4867] "TTC21A" "GPD1L"
## [4869] "POT1" "WDR76"
## [4871] "MCM5" "NUP37"
## [4873] "TXNL4B" "RGPD5"
## [4875] "CCBL1" "SNX14"
## [4877] "ERBB2IP" "CRYZ"
## [4879] "LRCH3" "ACTR3B"
## [4881] "PARP12" "LINC00996"
## [4883] "MYBBP1A" "CENPL"
## [4885] "FCRLB" "TMEM185A"
## [4887] "AGO2" "AMD1"
## [4889] "NEK4" "CLMN"
## [4891] "CAMK2N1" "RP11-440L14.1"
## [4893] "SMPD2" "URB2"
## [4895] "COG6" "AUTS2"
## [4897] "NUP62" "F11R"
## [4899] "PCIF1" "EIF3J"
## [4901] "MCCC1" "WRB"
## [4903] "PLEKHM1" "RNF167"
## [4905] "SLC2A1" "PPP2R4"
## [4907] "ZNF174" "IDO1"
## [4909] "CCDC159" "MAP1S"
## [4911] "COX20" "CCDC102A"
## [4913] "GAN" "TEX10"
## [4915] "PSMD12" "RNF144A"
## [4917] "SSFA2" "TMEM9"
## [4919] "ABCA7" "C12orf29"
## [4921] "RALGAPA2" "SH3BP1"
## [4923] "ADCK4" "RNF141"
## [4925] "PRIM2" "POU5F2"
## [4927] "IRF2BP1" "LCORL"
## [4929] "LY75" "CSF2RA"
## [4931] "GOLPH3L" "SP1"
## [4933] "KCTD13" "ENGASE"
## [4935] "BHLHE40" "R3HCC1L"
## [4937] "NPL" "GBF1"
## [4939] "MAML1" "PIEZO1"
## [4941] "ENPP4" "KLHL8"
## [4943] "ZC3H14" "ZFAND4"
## [4945] "COQ6" "KDM3A"
## [4947] "RP11-538P18.2" "DDX47"
## [4949] "RP11-545E17.3" "JMJD8"
## [4951] "ACADS" "NCKAP1L"
## [4953] "TMEM183A" "MIER2"
## [4955] "KMT2D" "MON2"
## [4957] "USP42" "ANKEF1"
## [4959] "RBBP5" "MED28"
## [4961] "HSPA4" "GPN2"
## [4963] "MTHFD2L" "TTC19"
## [4965] "C10orf76" "ENTPD5"
## [4967] "RP11-192H23.6" "TWF1"
## [4969] "TAPT1-AS1" "LINC01116"
## [4971] "RP11-413H22.2" "DNAJC30"
## [4973] "PDE4D" "ZNF606"
## [4975] "WDR75" "EOGT"
## [4977] "ADM" "ZNFX1"
## [4979] "SYNJ2" "DYNC1LI2"
## [4981] "SMIM13" "DIP2B"
## [4983] "C19orf68" "C3orf58"
## [4985] "GFM1" "TRNAU1AP"
## [4987] "ARRDC5" "THTPA"
## [4989] "ZCCHC4" "DYRK1B"
## [4991] "GGCX" "DCTN4"
## [4993] "GFOD2" "DTX2"
## [4995] "MRPL39" "B3GALT6"
## [4997] "CHST14" "GTPBP6"
## [4999] "ENHO" "GTPBP10"
##
## $inputs$merge
## $inputs$merge$type
## [1] "integration"
##
## $inputs$merge$id
## [1] "merged_inputs"
##
## $inputs$merge$method
## [1] "sce_merge"
##
##
##
## $artifacts
## $artifacts$layer
## [1] "corrected"
##
## $artifacts$assay
## [1] "reconstructed"
##
## $artifacts$analysis_key
## [1] "batch"
##
##
## $params
## $params$nHVG
## [1] 5000
##
## $params$correct.all
## [1] FALSE
##
##
## $summary
## $summary$n_hvg
## [1] 5000
##
## $summary$batch_source
## [1] "supplied"
##
##
## $created_at
## [1] "2026-05-31 03:51:52 UTC"## NULL## $assay
## [1] "reconstructed"
##
## $layer
## [1] "corrected"
##
## $reduction
## [1] "UMAP"
##
## $graph
## [1] "knn_graph"
##
## $ident
## [1] "colLabels"5.5 Visualization
library(ggplot2)
library(aplot)
p1 <- DimPlot(combined_pbmc, reduction="UMAP", mapping=aes(color=batch))
p2 <- DimPlot(rm_batch_pbmc, reduction="UMAP", mapping=aes(color=batch))
p3 <- plot_list(Before=p1, After=p2)
p4 <- DimPlot(rm_batch_pbmc, reduction="UMAP")
plot_list(p3, p4, ncol=1, heights=c(1, 2))
5.6 Pseudobulk Differential Expression
sclet now supports pseudobulk analysis to perform robust differential expression between conditions/samples.
This pseudobulk example is also shown without execution, because real use requires meaningful biological replicates and an analysis-specific design formula. In other words, the missing piece here is experimental design rather than software support: a documentation build can fabricate toy labels, but it cannot invent biologically valid replicate structure.
# 1. Aggregate counts by cluster and batch (or sample)
# This creates a pseudobulk SummarizedExperiment
pb <- AggregateExpression(rm_batch_pbmc, group_by = c("label", "batch"))
# 2. Perform DE analysis (using DESeq2)
# Here we test for differences between batches within a specific cluster (e.g., cluster 1)
# Note: Real analysis should have biological replicates, here we use batch as an example.
# Filter for cluster 1 only
pb_cluster1 <- pb[, pb$label == "1"]
# Run DE: test for batch effect
# design formula: ~ batch
# contrast: batch pbmc4k vs pbmc3k
res <- FindMarkers_pseudobulk(pb_cluster1, design = ~ batch, contrast = c("batch", "pbmc4k", "pbmc3k"))
head(res)