# HG changeset patch
# User bgruening
# Date 1651485558 0
# Node ID 22232092be53c1689cfa669d8228f05fd7dcfb44
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit d007ae51743e621dc47524f681501e72ef3a2910"
diff -r 000000000000 -r 22232092be53 macros.xml
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/macros.xml Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,36 @@
+
+ 4
+
+ 0.1.1
+ rdata
+
+
+
+ music-deconvolution
+ r-cowplot
+ r-reshape2
+ r-ggdendro
+
+
+
+ ^(([A-Za-z0-9+_ -]+)\s?,?)*$
+
+
+ ^(([A-Za-z0-9+_ -]+)\s?)+$
+
+
+
+
+
+
+
+ ^(([A-Za-z0-9+_ -@.:/]+)\s?)*$
+
+
+
diff -r 000000000000 -r 22232092be53 manipulate_eset.xml
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/manipulate_eset.xml Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,302 @@
+
+ Manipulate ExpressionSet objects by a variety of attributes
+
+ macros.xml
+
+
+ > /dev/stderr &&
+Rscript --vanilla '$conf'
+
+]]>
+
+
+suppressWarnings(suppressPackageStartupMessages(library(xbioc)))
+suppressWarnings(suppressPackageStartupMessages(library(MuSiC)))
+
+vec_ranges = function(vstr) {
+ ## convert '3:1,22,12:15' to '3,2,1,22,12,13,14,15'
+ unlist(sapply(unlist(strsplit(vstr, split=",")),
+ function(x) {
+ tmp = as.integer(unlist(strsplit(x, split=":")))
+ if (length(tmp) > 1) {
+ seq(tmp[[1]], tmp[[2]])
+ } else {
+ tmp[[1]]
+ }
+ }, USE.NAMES=FALSE))
+}
+
+null_str_vec = function(gstr){
+ tokens = unlist(as.vector(strsplit(gstr, split=",")))
+ if (length(tokens) == 0){
+ return(NULL)
+ }
+ if (length(tokens) == 1){
+ return(tokens[[1]])
+ }
+ return(tokens)
+}
+
+get_subs = function(values, by_method){
+ if (by_method == "subsample") {
+ sample(as.integer(values))
+ } else if (by_method == "labels") {
+ null_str_vec(values)
+ } else if (by_method == "range_and_index") {
+ vec_ranges(values)
+ } else {
+ NA ## equivalent to ALL
+ }
+}
+
+rds_eset = readRDS('$rds_eset')
+#if str($combine_eset.do) == "Yes":
+new_eset = combine(rds_eset,
+ #for $e, $egroup in enumerate($combine_eset.eset_group):
+ readRDS('$egroup.eset')
+ #if $e != len($combine_eset.eset_group)-1
+ ,
+ #end if
+ #end for
+)
+#else
+new_eset = rds_eset
+#end if
+sub_eset = new_eset
+#if str($subset_eset.do) == "Yes":
+ #if str($subset_eset.subset_yes.by) == "phenotype":
+ #for $s, $sgroup in enumerate($subset_eset.subset_yes.pheno_samples)
+sub_eset = sub_eset[ ,sub_eset[['$sgroup.column']] %in% c(null_str_vec('$sgroup.values'))]
+ #end for
+ #for $g, $ggroup in enumerate($subset_eset.subset_yes.pheno_genes)
+sub_eset = sub_eset[sub_eset[['$ggroup.column']] %in% c(null_str_vec('$ggroup.values')), ]
+ #end for
+ #else
+genes = get_subs('$subset_eset.subset_yes.genes', '$subset_eset.subset_yes.by')
+samples = get_subs('$subset_eset.subset_yes.samples', '$subset_eset.subset_yes.by')
+sub_eset = sub_eset[genes, samples]
+ #end if
+#end if
+
+## print data to stdout
+print(sub_eset)
+saveRDS(sub_eset, file= '$out_eset')
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ `_ and the `rdocumentation `_
+.
+ ]]>
+
+
+ @misc{falcon2007introduction,
+ title={An introduction to bioconductor’s expressionset class},
+ author={Falcon, Seth and Morgan, Martin and Gentleman, Robert},
+ year={2007}
+ }
+
+
+
diff -r 000000000000 -r 22232092be53 scripts/compare.R
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/scripts/compare.R Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,470 @@
+suppressWarnings(suppressPackageStartupMessages(library(xbioc)))
+suppressWarnings(suppressPackageStartupMessages(library(MuSiC)))
+suppressWarnings(suppressPackageStartupMessages(library(reshape2)))
+suppressWarnings(suppressPackageStartupMessages(library(cowplot)))
+## We use this script to estimate the effectiveness of proportion methods
+
+## Load Conf
+args <- commandArgs(trailingOnly = TRUE)
+source(args[1])
+
+method_key <- list("MuSiC" = "est_music",
+ "NNLS" = "est_nnls")[[est_method]]
+
+delim <- "::" ## separator bulk datasets and their samples
+
+scale_yaxes <- function(gplot, value) {
+ if (is.na(value)) {
+ gplot
+ } else {
+ gplot + scale_y_continuous(lim = c(0, value))
+ }
+}
+
+
+set_factor_data <- function(bulk_data, factor_name = NULL) {
+ if (is.null(factor_name)) {
+ factor_name <- "None" ## change to something plottable
+ }
+ pdat <- pData(bulk_data)
+ sam_fact <- NULL
+ if (factor_name %in% colnames(pdat)) {
+ sam_fact <- cbind(rownames(pdat),
+ as.character(pdat[[factor_name]]))
+ cat(paste0(" - factor: ", factor_name,
+ " found in phenotypes\n"))
+ } else {
+ ## We assign this as the factor for the entire dataset
+ sam_fact <- cbind(rownames(pdat),
+ factor_name)
+ cat(paste0(" - factor: assigning \"", factor_name,
+ "\" to whole dataset\n"))
+ }
+ colnames(sam_fact) <- c("Samples", "Factors")
+ return(as.data.frame(sam_fact))
+}
+
+## Due to limiting sizes, we need to load and unload
+## possibly very large datasets.
+process_pair <- function(sc_data, bulk_data,
+ ctypes_label, samples_label, ctypes,
+ factor_group) {
+ ## - Generate
+ est_prop <- music_prop(
+ bulk.eset = bulk_data, sc.eset = sc_data,
+ clusters = ctypes_label,
+ samples = samples_label, select.ct = ctypes, verbose = T)
+ ## -
+ estimated_music_props <- est_prop$Est.prop.weighted
+ estimated_nnls_props <- est_prop$Est.prop.allgene
+ ## -
+ fact_data <- set_factor_data(bulk_data, factor_group)
+ ## -
+ return(list(est_music = estimated_music_props,
+ est_nnls = estimated_nnls_props,
+ bulk_sample_totals = colSums(exprs(bulk_data)),
+ plot_groups = fact_data))
+}
+
+music_on_all <- function(files) {
+ results <- list()
+ for (sc_name in names(files)) {
+ cat(paste0("sc-group:", sc_name, "\n"))
+ scgroup <- files[[sc_name]]
+ ## - sc Data
+ sc_est <- readRDS(scgroup$dataset)
+ ## - params
+ celltypes_label <- scgroup$label_cell
+ samples_label <- scgroup$label_sample
+ celltypes <- scgroup$celltype
+
+ results[[sc_name]] <- list()
+ for (bulk_name in names(scgroup$bulk)) {
+ cat(paste0(" - bulk-group:", bulk_name, "\n"))
+ bulkgroup <- scgroup$bulk[[bulk_name]]
+ ## - bulk Data
+ bulk_est <- readRDS(bulkgroup$dataset)
+ ## - bulk params
+ pheno_facts <- bulkgroup$pheno_facts
+ pheno_excl <- bulkgroup$pheno_excl
+ ##
+ results[[sc_name]][[bulk_name]] <- process_pair(
+ sc_est, bulk_est,
+ celltypes_label, samples_label,
+ celltypes, bulkgroup$factor_group)
+ ##
+ rm(bulk_est) ## unload
+ }
+ rm(sc_est) ## unload
+ }
+ return(results)
+}
+
+plot_all_individual_heatmaps <- function(results) {
+ pdf(out_heatmulti_pdf, width = 8, height = 8)
+ for (sc_name in names(results)) {
+ for (bk_name in names(results[[sc_name]])) {
+ res <- results[[sc_name]][[bk_name]]
+ plot_hmap <- Prop_heat_Est(
+ data.matrix(res[[method_key]]), method.name = est_method) +
+ ggtitle(paste0("[", est_method, "Cell type ",
+ "proportions in ",
+ bk_name, " (Bulk) based on ",
+ sc_name, " (scRNA)")) +
+ xlab("Cell Types (scRNA)") +
+ ylab("Samples (Bulk)") +
+ theme(axis.text.x = element_text(angle = -90),
+ axis.text.y = element_text(size = 6))
+ print(plot_hmap)
+ }
+ }
+ dev.off()
+}
+
+merge_factors_spread <- function(grudat_spread, factor_groups) {
+ ## Generated
+ merge_it <- function(matr, plot_groups, valname) {
+ ren <- melt(lapply(matr, function(mat) {
+ mat["ct"] <- rownames(mat); return(mat)}))
+ ## - Grab factors and merge into list
+ ren_new <- merge(ren, plot_groups, by.x = "variable", by.y = "Samples")
+ colnames(ren_new) <- c("Sample", "Cell", valname, "Bulk", "Factors")
+ return(ren_new)
+ }
+ tab <- merge(merge_it(grudat$spread$prop, factor_groups, "value.prop"),
+ merge_it(grudat$spread$scale, factor_groups, "value.scale"),
+ by = c("Sample", "Cell", "Bulk", "Factors"))
+ return(tab)
+}
+
+unlist_names <- function(results, method, prepend_bkname=FALSE) {
+ unique(sort(
+ unlist(lapply(names(results), function(scname) {
+ lapply(names(results[[scname]]), function(bkname) {
+ res <- get(method)(results[[scname]][[bkname]][[method_key]])
+ if (prepend_bkname) {
+ ## We *do not* assume unique bulk sample names
+ ## across different bulk datasets.
+ res <- paste0(bkname, delim, res)
+ }
+ return(res)
+ })
+ }))
+ ))
+}
+
+summarized_matrix <- function(results) { # nolint
+ ## We assume that cell types MUST be unique, but that sample
+ ## names do not need to be. For this reason, we must prepend
+ ## the bulk dataset name to the individual sample names.
+ all_celltypes <- unlist_names(results, "colnames")
+ all_samples <- unlist_names(results, "rownames", prepend_bkname = TRUE)
+
+ ## Iterate through all possible samples and populate a table.
+ ddff <- data.frame()
+ ddff_scale <- data.frame()
+ for (cell in all_celltypes) {
+ for (sample in all_samples) {
+ group_sname <- unlist(strsplit(sample, split = delim))
+ bulk <- group_sname[1]
+ id_sample <- group_sname[2]
+ for (scgroup in names(results)) {
+ if (bulk %in% names(results[[scgroup]])) {
+ mat_prop <- results[[scgroup]][[bulk]][[method_key]]
+ vec_counts <- results[[scgroup]][[bulk]]$bulk_sample_totals
+ ## - We use sample instead of id_sample because we need to
+ ## extract bulk sets from the complete matrix later. It's
+ ## messy, yes.
+ if (cell %in% colnames(mat_prop)) {
+ ddff[cell, sample] <- mat_prop[id_sample, cell]
+ ddff_scale[cell, sample] <- mat_prop[id_sample, cell] * vec_counts[[id_sample]] #nolint
+ } else {
+ ddff[cell, sample] <- 0
+ ddff_scale[cell, sample] <- 0
+ }
+ }
+ }
+ }
+ }
+ return(list(prop = ddff, scaled = ddff_scale))
+}
+
+flatten_factor_list <- function(results) {
+ ## Get a 2d DF of all factors across all bulk samples.
+ res <- c()
+ for (scgroup in names(results)) {
+ for (bulkgroup in names(results[[scgroup]])) {
+ dat <- results[[scgroup]][[bulkgroup]]$plot_groups
+ dat$Samples <- paste0(bulkgroup, delim, dat$Samples) #nolint
+ res <- rbind(res, dat)
+ }
+ }
+ return(res)
+}
+
+group_by_dataset <- function(summat) {
+ bulk_names <- unlist(
+ lapply(names(files), function(x) names(files[[x]]$bulk)))
+ mat_names <- colnames(summat$prop)
+ bd <- list()
+ bd_scale <- list()
+ bd_spread_scale <- list()
+ bd_spread_prop <- list()
+ for (bname in bulk_names) {
+ subs <- mat_names[startsWith(mat_names, paste0(bname, delim))]
+ ## -
+ bd[[bname]] <- rowSums(summat$prop[, subs])
+ bd_scale[[bname]] <- rowSums(summat$scaled[, subs])
+ bd_spread_scale[[bname]] <- summat$scaled[, subs]
+ bd_spread_prop[[bname]] <- summat$prop[, subs]
+ }
+ return(list(prop = as.data.frame(bd),
+ scaled = as.data.frame(bd_scale),
+ spread = list(scale = bd_spread_scale,
+ prop = bd_spread_prop)))
+}
+
+do_cluster <- function(grudat_spread_melt, xaxis, yaxis, value_name,
+ xlabs="", ylabs="", titled="",
+ order_col=T, order_row=T, size=11) {
+
+ data_m <- grudat_spread_melt
+ data_matrix <- {
+ tmp <- dcast(data_m, formula(paste0(yaxis, " ~ ", xaxis)), value.var = value_name)
+ rownames(tmp) <- tmp[[yaxis]]
+ tmp[[yaxis]] <- NULL
+ tmp
+ }
+ dist_method <- "euclidean"
+ clust_method <- "complete"
+
+ if (order_row) {
+ dd_row <- as.dendrogram(hclust(dist(data_matrix, method = dist_method), method = clust_method))
+ row_ord <- order.dendrogram(dd_row)
+ ordered_row_names <- row.names(data_matrix[row_ord, ])
+ data_m[[yaxis]] <- factor(data_m[[yaxis]], levels = ordered_row_names)
+ }
+
+ if (order_col) {
+ dd_col <- as.dendrogram(hclust(dist(t(data_matrix), method = dist_method),
+ method = clust_method))
+ col_ord <- order.dendrogram(dd_col)
+ ordered_col_names <- colnames(data_matrix[, col_ord])
+ data_m[[xaxis]] <- factor(data_m[[xaxis]], levels = ordered_col_names)
+ }
+
+ heat_plot <- ggplot(data_m, aes_string(x = xaxis, y = yaxis, fill = value_name)) +
+ geom_tile(colour = "white") +
+ scale_fill_gradient2(low = "steelblue", high = "red", mid = "white",
+ name = element_blank()) +
+ scale_y_discrete(position = "right") +
+ theme(axis.text.x = element_text(angle = -90, hjust = 0,
+ size = size)) +
+ ggtitle(label = titled) + xlab(xlabs) + ylab(ylabs)
+
+ ## Graphics
+ dendro_linesize <- 0.5
+ dendro_colunit <- 0.2
+ dendro_rowunit <- 0.1
+ final_plot <- heat_plot
+
+ if (order_row) {
+ dendro_data_row <- ggdendro::dendro_data(dd_row, type = "rectangle")
+ dendro_row <- cowplot::axis_canvas(heat_plot, axis = "y", coord_flip = TRUE) +
+ ggplot2::geom_segment(data = ggdendro::segment(dendro_data_row),
+ ggplot2::aes(y = -y, x = x, xend = xend, yend = -yend),
+ size = dendro_linesize) + ggplot2::coord_flip()
+ final_plot <- cowplot::insert_yaxis_grob(
+ final_plot, dendro_row, grid::unit(dendro_colunit, "null"),
+ position = "left")
+ }
+ if (order_col) {
+ dendro_data_col <- ggdendro::dendro_data(dd_col, type = "rectangle")
+ dendro_col <- cowplot::axis_canvas(heat_plot, axis = "x") +
+ ggplot2::geom_segment(data = ggdendro::segment(dendro_data_col),
+ ggplot2::aes(x = x, y = y, xend = xend, yend = yend),
+ size = dendro_linesize)
+ final_plot <- cowplot::insert_xaxis_grob(
+ final_plot, dendro_col, grid::unit(dendro_rowunit, "null"),
+ position = "top")
+ }
+ return(cowplot::ggdraw(final_plot))
+}
+
+summarize_heatmaps <- function(grudat_spread_melt, do_factors, cluster="None") {
+ ## - Cluster is either "Rows", "Cols", "Both", or "None"
+ do_single <- function(grudat_melted, yaxis, xaxis, fillval, title,
+ ylabs = element_blank(), xlabs = element_blank(),
+ use_log = TRUE, size = 11) {
+ ## Convert from matrix to long format
+ melted <- grudat_melted ## copy?
+ if (use_log) {
+ melted[[fillval]] <- log10(melted[[fillval]] + 1)
+ }
+ if (cluster == "None") {
+ return(ggplot(melted) +
+ geom_tile(aes_string(y = yaxis, x = xaxis, fill = fillval),
+ colour = "white") +
+ scale_fill_gradient2(
+ low = "steelblue", high = "red", mid = "white",
+ name = element_blank()) +
+ theme(axis.text.x = element_text(
+ angle = -90, hjust = 0, size = size)) +
+ ggtitle(label = title) + xlab(xlabs) + ylab(ylabs))
+ } else {
+ return(do_cluster(grudat_spread_melt, xaxis, yaxis, fillval,
+ xlabs, ylabs, title,
+ (cluster %in% c("Cols", "Both")),
+ (cluster %in% c("Rows", "Both"))))
+ }
+ }
+
+ do_gridplot <- function(title, xvar, plot="both", ncol=2, size = 11) {
+ do_logged <- (plot %in% c("log", "both"))
+ do_normal <- (plot %in% c("normal", "both"))
+ plist <- list()
+ if (do_logged) {
+ plist[["1"]] <- do_single(grudat_spread_melt, "Cell", xvar,
+ "value.scale", "Reads (log10+1)",
+ size = size)
+ plist[["2"]] <- do_single(grudat_spread_melt, "Cell", xvar,
+ "value.prop", "Sample (log10+1)",
+ size = size)
+ }
+ if (do_normal) {
+ plist[["A"]] <- do_single(grudat_spread_melt, "Cell", xvar,
+ "value.scale", "Reads", use_log = F,
+ size = size)
+ plist[["B"]] <- do_single(grudat_spread_melt, "Cell", xvar,
+ "value.prop", "Sample", use_log = F,
+ size = size)
+ }
+ return(plot_grid(ggdraw() + draw_label(title, fontface = "bold"),
+ plot_grid(plotlist = plist, ncol = ncol),
+ ncol = 1, rel_heights = c(0.05, 0.95)))
+ }
+
+ p1 <- do_gridplot("Cell Types vs Bulk Datasets", "Bulk", "both")
+ p2a <- do_gridplot("Cell Types vs Samples", "Sample", "normal",
+ ncol = 1, size = 8)
+ p2b <- do_gridplot("Cell Types vs Samples (log10+1)", "Sample", "log",
+ ncol = 1, size = 8)
+ p3 <- ggplot + theme_void()
+ if (do_factors) {
+ p3 <- do_gridplot("Cell Types vs Factors", "Factors", "both")
+ }
+ return(list(bulk = p1,
+ samples = list(log = p2b, normal = p2a),
+ factors = p3))
+}
+
+summarize_boxplots <- function(grudat_spread, do_factors) {
+ common1 <- ggplot(grudat_spread, aes(x = value.prop)) + ggtitle("Sample") +
+ xlab(element_blank()) + ylab(element_blank())
+ common2 <- ggplot(grudat_spread, aes(x = value.scale)) + ggtitle("Reads") +
+ xlab(element_blank()) + ylab(element_blank())
+
+ A <- B <- list() #nolint
+ ## Cell type by sample
+ A$p1 <- common2 + geom_boxplot(aes(y = Cell, color = Bulk))
+ A$p2 <- common1 + geom_boxplot(aes(y = Cell, color = Bulk))
+ ## Sample by Cell type
+ B$p1 <- common2 + geom_boxplot(aes(y = Bulk, color = Cell)) +
+ ylab("Bulk Dataset")
+ B$p2 <- common1 + geom_boxplot(aes(y = Bulk, color = Cell)) +
+ ylab("Bulk Dataset")
+ ## -- Factor plots are optional
+ A$p3 <- B$p3 <- A$p4 <- B$p4 <- ggplot() + theme_void()
+
+ if (do_factors) {
+ A$p3 <- common1 + geom_boxplot(aes(y = Cell, color = Factors))
+ A$p4 <- common2 + geom_boxplot(aes(y = Cell, color = Factors))
+ B$p3 <- common1 + geom_boxplot(aes(y = Bulk, color = Factors)) +
+ ylab("Bulk Dataset")
+ B$p4 <- common2 + geom_boxplot(aes(y = Bulk, color = Factors)) +
+ ylab("Bulk Dataset")
+ }
+
+ title_a <- "Cell Types vs Bulk Datasets"
+ title_b <- "Bulk Datasets vs Cell Types"
+ if (do_factors) {
+ title_a <- paste0(title_a, " and Factors")
+ title_b <- paste0(title_b, " and Factors")
+ }
+
+ a_all <- plot_grid(ggdraw() + draw_label(title_a, fontface = "bold"),
+ plot_grid(plotlist = A, ncol = 2),
+ ncol = 1, rel_heights = c(0.05, 0.95))
+ b_all <- plot_grid(ggdraw() + draw_label(title_b, fontface = "bold"),
+ plot_grid(plotlist = B, ncol = 2),
+ ncol = 1, rel_heights = c(0.05, 0.95))
+ return(list(cell = a_all, bulk = b_all))
+}
+
+filter_output <- function(grudat_spread_melt, out_filt) {
+ print_red <- function(comment, red_list) {
+ cat(paste(comment, paste(red_list, collapse = ", "), "\n"))
+ }
+ grudat_filt <- grudat_spread_melt
+ print_red("Total Cell types:", unique(grudat_filt$Cell))
+ if (!is.null(out_filt$cells)) {
+ grudat_filt <- grudat_filt[grudat_filt$Cell %in% out_filt$cells, ]
+ print_red(" - selecting:", out_filt$cells)
+ }
+ print_red("Total Factors:", unique(grudat_spread_melt$Factors))
+ if (!is.null(out_filt$facts)) {
+ grudat_filt <- grudat_filt[grudat_filt$Factors %in% out_filt$facts, ]
+ print_red(" - selecting:", out_filt$facts)
+ }
+ return(grudat_filt)
+}
+
+writable2 <- function(obj, prefix, title) {
+ write.table(obj,
+ file = paste0("report_data/", prefix, "_",
+ title, ".tabular"),
+ quote = F, sep = "\t", col.names = NA)
+}
+
+
+results <- music_on_all(files)
+summat <- summarized_matrix(results)
+grudat <- group_by_dataset(summat)
+grudat_spread_melt <- merge_factors_spread(grudat$spread,
+ flatten_factor_list(results))
+grudat_spread_melt_filt <- filter_output(grudat_spread_melt, out_filt)
+
+plot_all_individual_heatmaps(results)
+
+## The output filters ONLY apply to boxplots, since these take
+do_factors <- (length(unique(grudat_spread_melt[["Factors"]])) > 1)
+box_plots <- summarize_boxplots(grudat_spread_melt_filt, do_factors)
+heat_maps <- summarize_heatmaps(grudat_spread_melt_filt, do_factors,
+ dendro_setting)
+
+pdf(out_heatsumm_pdf, width = 14, height = 14)
+print(heat_maps)
+print(box_plots)
+dev.off()
+
+## Generate output tables
+stats_prop <- lapply(grudat$spread$prop, function(x) {
+ t(apply(x, 1, summary))})
+stats_scale <- lapply(grudat$spread$scale, function(x) {
+ t(apply(x, 1, summary))})
+
+## Make the value table printable
+grudat_spread_melt$value.scale <- as.integer(grudat_spread_melt$value.scale) # nolint
+colnames(grudat_spread_melt) <- c("Sample", "Cell", "Bulk", "Factors",
+ "CT Prop in Sample", "Number of Reads")
+
+writable2(grudat_spread_melt, "values", "Data Table")
+writable2(summat$prop, "values", "Matrix of Cell Type Sample Proportions")
+writable2({
+ aa <- as.matrix(summat$scaled); mode(aa) <- "integer"; aa
+}, "values", "Matrix of Cell Type Read Counts")
+
+for (bname in names(stats_prop)) {
+ writable2(stats_prop[[bname]], "stats", paste0(bname, ": Sample Props"))
+ writable2(stats_scale[[bname]], "stats", paste0(bname, ": Read Props"))
+}
diff -r 000000000000 -r 22232092be53 scripts/dendrogram.R
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/scripts/dendrogram.R Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,132 @@
+##
+suppressWarnings(suppressPackageStartupMessages(library(xbioc)))
+suppressWarnings(suppressPackageStartupMessages(library(MuSiC)))
+suppressWarnings(suppressPackageStartupMessages(library(reshape2)))
+suppressWarnings(suppressPackageStartupMessages(library(cowplot)))
+## We use this script to generate a clustering dendrogram of cell
+## types, using the prior labelling from scRNA.
+
+read_list <- function(lfile) {
+ if (lfile == "None") {
+ return(NULL)
+ }
+ return(read.table(file = lfile, header = FALSE, check.names = FALSE,
+ stringsAsFactors = FALSE)$V1)
+}
+
+args <- commandArgs(trailingOnly = TRUE)
+source(args[1])
+
+
+## Perform the estimation
+## Produce the first step information
+sub.basis <- music_basis(scrna_eset, clusters = celltypes_label,
+ samples = samples_label,
+ select.ct = celltypes)
+
+## Plot the dendrogram of design matrix and cross-subject mean of
+## realtive abundance
+## Hierarchical clustering using Complete Linkage
+d1 <- dist(t(log(sub.basis$Disgn.mtx + 1e-6)), method = "euclidean")
+hc1 <- hclust(d1, method = "complete")
+## Hierarchical clustering using Complete Linkage
+d2 <- dist(t(log(sub.basis$M.theta + 1e-8)), method = "euclidean")
+hc2 <- hclust(d2, method = "complete")
+
+
+if (length(data.to.use) > 0) {
+ ## We then perform bulk tissue cell type estimation with pre-grouping
+ ## of cell types: C, list_of_cell_types, marker genes name, marker
+ ## genes list.
+ ## data.to.use = list(
+ ## "C1" = list(cell.types = c("Neutro"),
+ ## marker.names=NULL,
+ ## marker.list=NULL),
+ ## "C2" = list(cell.types = c("Podo"),
+ ## marker.names=NULL,
+ ## marker.list=NULL),
+ ## "C3" = list(cell.types = c("Endo","CD-PC","LOH","CD-IC","DCT","PT"),
+ ## marker.names = "Epithelial",
+ ## marker.list = read_list("../test-data/epith.markers")),
+ ## "C4" = list(cell.types = c("Macro","Fib","B lymph","NK","T lymph"),
+ ## marker.names = "Immune",
+ ## marker.list = read_list("../test-data/immune.markers"))
+ ## )
+ grouped_celltypes <- lapply(data.to.use, function(x) {
+ x$cell.types
+ })
+ marker_groups <- lapply(data.to.use, function(x) {
+ x$marker.list
+ })
+ names(marker_groups) <- names(data.to.use)
+
+
+ cl_type <- as.character(scrna_eset[[celltypes_label]])
+
+ for (cl in seq_len(length(grouped_celltypes))) {
+ cl_type[cl_type %in%
+ grouped_celltypes[[cl]]] <- names(grouped_celltypes)[cl]
+ }
+ pData(scrna_eset)[[clustertype_label]] <- factor(
+ cl_type, levels = c(names(grouped_celltypes),
+ "CD-Trans", "Novel1", "Novel2"))
+
+ est_bulk <- music_prop.cluster(
+ bulk.eset = bulk_eset, sc.eset = scrna_eset,
+ group.markers = marker_groups, clusters = celltypes_label,
+ groups = clustertype_label, samples = samples_label,
+ clusters.type = grouped_celltypes
+ )
+
+ estimated_music_props <- est_bulk$Est.prop.weighted.cluster
+ ## NNLS is not calculated here
+
+ ## Show different in estimation methods
+ ## Jitter plot of estimated cell type proportions
+ methods_list <- c("MuSiC")
+
+ jitter_fig <- Jitter_Est(
+ list(data.matrix(estimated_music_props)),
+ method.name = methods_list, title = "Jitter plot of Est Proportions",
+ size = 2, alpha = 0.7) +
+ theme_minimal() +
+ labs(x = element_blank(), y = element_blank()) +
+ theme(axis.text = element_text(size = 6),
+ axis.text.x = element_blank(),
+ legend.position = "none")
+
+ plot_box <- Boxplot_Est(list(
+ data.matrix(estimated_music_props)),
+ method.name = methods_list) +
+ theme_minimal() +
+ labs(x = element_blank(), y = element_blank()) +
+ theme(axis.text = element_text(size = 6),
+ axis.text.x = element_blank(),
+ legend.position = "none")
+
+ plot_hmap <- Prop_heat_Est(list(
+ data.matrix(estimated_music_props)),
+ method.name = methods_list) +
+ labs(x = element_blank(), y = element_blank()) +
+ theme(axis.text.y = element_text(size = 6),
+ axis.text.x = element_text(angle = -90, size = 5),
+ plot.title = element_text(size = 9),
+ legend.key.width = unit(0.15, "cm"),
+ legend.text = element_text(size = 5),
+ legend.title = element_text(size = 5))
+
+}
+
+pdf(file = outfile_pdf, width = 8, height = 8)
+par(mfrow = c(1, 2))
+plot(hc1, cex = 0.6, hang = -1, main = "Cluster log(Design Matrix)")
+plot(hc2, cex = 0.6, hang = -1, main = "Cluster log(Mean of RA)")
+if (length(data.to.use) > 0) {
+ plot_grid(jitter_fig, plot_box, plot_hmap, ncol = 2, nrow = 2)
+}
+message(dev.off())
+
+if (length(data.to.use) > 0) {
+ write.table(estimated_music_props,
+ file = outfile_tab, quote = F, col.names = NA, sep = "\t")
+}
diff -r 000000000000 -r 22232092be53 scripts/estimateprops.R
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/scripts/estimateprops.R Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,250 @@
+suppressWarnings(suppressPackageStartupMessages(library(xbioc)))
+suppressWarnings(suppressPackageStartupMessages(library(MuSiC)))
+suppressWarnings(suppressPackageStartupMessages(library(reshape2)))
+suppressWarnings(suppressPackageStartupMessages(library(cowplot)))
+## We use this script to estimate the effectiveness of proportion methods
+
+## Load Conf
+args <- commandArgs(trailingOnly = TRUE)
+source(args[1])
+
+## Estimate cell type proportions
+est_prop <- music_prop(
+ bulk.eset = bulk_eset, sc.eset = scrna_eset,
+ clusters = celltypes_label,
+ samples = samples_label, select.ct = celltypes, verbose = T)
+
+
+estimated_music_props <- est_prop$Est.prop.weighted
+estimated_nnls_props <- est_prop$Est.prop.allgene
+##
+estimated_music_props_flat <- melt(estimated_music_props)
+estimated_nnls_props_flat <- melt(estimated_nnls_props)
+
+scale_yaxes <- function(gplot, value) {
+ if (is.na(value)) {
+ gplot
+ } else {
+ gplot + scale_y_continuous(lim = c(0, value))
+ }
+}
+
+sieve_data <- function(func, music_data, nnls_data) {
+ if (func == "list") {
+ res <- list(if ("MuSiC" %in% methods) music_data else NULL,
+ if ("NNLS" %in% methods) nnls_data else NULL)
+ res[lengths(res) > 0] ## filter out NULL elements
+ } else if (func == "rbind") {
+ rbind(if ("MuSiC" %in% methods) music_data else NULL,
+ if ("NNLS" %in% methods) nnls_data else NULL)
+ } else if (func == "c") {
+ c(if ("MuSiC" %in% methods) music_data else NULL,
+ if ("NNLS" %in% methods) nnls_data else NULL)
+ }
+}
+
+
+## Show different in estimation methods
+## Jitter plot of estimated cell type proportions
+jitter_fig <- scale_yaxes(Jitter_Est(
+ sieve_data("list",
+ data.matrix(estimated_music_props),
+ data.matrix(estimated_nnls_props)),
+ method.name = methods, title = "Jitter plot of Est Proportions",
+ size = 2, alpha = 0.7) + theme_minimal(), maxyscale)
+
+## Make a Plot
+## A more sophisticated jitter plot is provided as below. We separated
+## the T2D subjects and normal subjects by their disease factor levels.
+m_prop <- sieve_data("rbind",
+ estimated_music_props_flat,
+ estimated_nnls_props_flat)
+colnames(m_prop) <- c("Sub", "CellType", "Prop")
+
+if (is.null(celltypes)) {
+ celltypes <- levels(m_prop$CellType)
+ message("No celltypes declared, using:")
+ message(celltypes)
+}
+
+if (is.null(phenotype_factors)) {
+ phenotype_factors <- colnames(pData(bulk_eset))
+}
+## filter out unwanted factors like "sampleID" and "subjectName"
+phenotype_factors <- phenotype_factors[
+ !(phenotype_factors %in% phenotype_factors_always_exclude)]
+message("Phenotype Factors to use:")
+message(paste0(phenotype_factors, collapse = ", "))
+
+m_prop$CellType <- factor(m_prop$CellType, levels = celltypes) # nolint
+m_prop$Method <- factor(rep(methods, each = nrow(estimated_music_props_flat)), # nolint
+ levels = methods)
+
+if (use_disease_factor) {
+
+ if (phenotype_target_threshold == -99) {
+ phenotype_target_threshold <- -Inf
+ message("phenotype target threshold set to -Inf")
+ }
+ ## the "2" here is to do with the sample groups, not number of methods
+ m_prop$Disease_factor <- rep(bulk_eset[[phenotype_target]], 2 * length(celltypes)) # nolint
+ m_prop <- m_prop[!is.na(m_prop$Disease_factor), ]
+ ## Generate a TRUE/FALSE table of Normal == 1 and Disease == 2
+ sample_groups <- c("Normal", sample_disease_group)
+ m_prop$Disease <- factor(sample_groups[(m_prop$Disease_factor > phenotype_target_threshold) + 1], # nolint
+ levels = sample_groups)
+
+ ## Binary to scale: e.g. TRUE / 5 = 0.2
+ m_prop$D <- (m_prop$Disease == # nolint
+ sample_disease_group) / sample_disease_group_scale
+ ## NA's are not included in the comparison below
+ m_prop <- rbind(subset(m_prop, Disease != sample_disease_group),
+ subset(m_prop, Disease == sample_disease_group))
+
+ jitter_new <- scale_yaxes(
+ ggplot(m_prop, aes(Method, Prop)) +
+ geom_point(aes(fill = Method, color = Disease,
+ stroke = D, shape = Disease),
+ size = 2, alpha = 0.7,
+ position = position_jitter(width = 0.25, height = 0)) +
+ facet_wrap(~ CellType, scales = "free") +
+ scale_colour_manual(values = c("white", "gray20")) +
+ scale_shape_manual(values = c(21, 24)) + theme_minimal(), maxyscale)
+
+}
+
+if (use_disease_factor) {
+
+ ## Plot to compare method effectiveness
+ ## Create dataframe for beta cell proportions and Disease_factor levels
+ ## - Ugly code. Essentially, doubles the cell type proportions for each
+ ## set of MuSiC and NNLS methods
+ m_prop_ana <- data.frame(
+ pData(bulk_eset)[rep(1:nrow(estimated_music_props), length(methods)), #nolint
+ phenotype_factors],
+ ## get proportions of target cell type
+ ct.prop = sieve_data("c",
+ estimated_music_props[, phenotype_scrna_target],
+ estimated_nnls_props[, phenotype_scrna_target]),
+ ##
+ Method = factor(rep(methods,
+ each = nrow(estimated_music_props)),
+ levels = methods))
+ ## - fix headers
+ colnames(m_prop_ana)[1:length(phenotype_factors)] <- phenotype_factors #nolint
+ ## - drop NA for target phenotype (e.g. hba1c)
+ m_prop_ana <- subset(m_prop_ana, !is.na(m_prop_ana[phenotype_target]))
+ m_prop_ana$Disease <- factor( # nolint
+ ## - Here we set Normal/Disease assignments across the methods
+ sample_groups[(
+ m_prop_ana[phenotype_target] > phenotype_target_threshold) + 1
+ ],
+ sample_groups)
+ ## - Then we scale this binary assignment to a plotable factor
+ m_prop_ana$D <- (m_prop_ana$Disease == # nolint
+ sample_disease_group) / sample_disease_group_scale
+
+ jitt_compare <- scale_yaxes(
+ ggplot(m_prop_ana, aes_string(phenotype_target, "ct.prop")) +
+ geom_smooth(method = "lm", se = FALSE, col = "black", lwd = 0.25) +
+ geom_point(aes(fill = Method, color = Disease,
+ stroke = D, shape = Disease),
+ size = 2, alpha = 0.7) + facet_wrap(~ Method) +
+ ggtitle(paste0(toupper(phenotype_target), " vs. ",
+ toupper(phenotype_scrna_target),
+ " Cell Type Proportion")) +
+ theme_minimal() +
+ ylab(paste0("Proportion of ",
+ phenotype_scrna_target, " cells")) +
+ xlab(paste0("Level of bulk factor (", phenotype_target, ")")) +
+ scale_colour_manual(values = c("white", "gray20")) +
+ scale_shape_manual(values = c(21, 24)), maxyscale)
+}
+
+## BoxPlot
+plot_box <- scale_yaxes(Boxplot_Est(
+ sieve_data("list",
+ data.matrix(estimated_music_props),
+ data.matrix(estimated_nnls_props)),
+ method.name = methods) +
+ theme(axis.text.x = element_text(angle = -90),
+ axis.text.y = element_text(size = 8)) +
+ ggtitle(element_blank()) + theme_minimal(), maxyscale)
+
+## Heatmap
+plot_hmap <- Prop_heat_Est(
+ sieve_data(
+ "list",
+ data.matrix(estimated_music_props),
+ data.matrix(estimated_nnls_props)),
+ method.name = methods) +
+ theme(axis.text.x = element_text(angle = -90),
+ axis.text.y = element_text(size = 6))
+
+pdf(file = outfile_pdf, width = 8, height = 8)
+if (length(celltypes) <= 8) {
+ plot_grid(jitter_fig, plot_box, labels = "auto", ncol = 1, nrow = 2)
+} else {
+ print(jitter_fig)
+ plot_box
+}
+if (use_disease_factor) {
+ plot_grid(jitter_new, jitt_compare, labels = "auto", ncol = 1, nrow = 2)
+}
+plot_hmap
+message(dev.off())
+
+writable <- function(obj, prefix, title) {
+ write.table(obj,
+ file = paste0("report_data/", prefix, "_",
+ title, ".tabular"),
+ quote = F, sep = "\t", col.names = NA)
+}
+
+## Output Proportions
+if ("NNLS" %in% methods) {
+ writable(est_prop$Est.prop.allgene, "prop",
+ "NNLS Estimated Proportions of Cell Types")
+}
+
+if ("MuSiC" %in% methods) {
+ writable(est_prop$Est.prop.weighted, "prop",
+ "Music Estimated Proportions of Cell Types")
+ writable(est_prop$Weight.gene, "weightgene",
+ "Music Estimated Proportions of Cell Types (by Gene)")
+ writable(est_prop$r.squared.full, "rsquared",
+ "Music R-sqr Estimated Proportions of Each Subject")
+ writable(est_prop$Var.prop, "varprop",
+ "Matrix of Variance of MuSiC Estimates")
+}
+
+
+if (use_disease_factor) {
+ ## Summary table of linear regressions of disease factors
+ for (meth in methods) {
+ ##lm_beta_meth = lm(ct.prop ~ age + bmi + hba1c + gender, data =
+ sub_data <- subset(m_prop_ana, Method == meth)
+
+ ## We can only do regression where there are more than 1 factors
+ ## so we must find and exclude the ones which are not
+ gt1_facts <- sapply(phenotype_factors, function(facname) {
+ return(length(unique(sort(sub_data[[facname]]))) == 1)
+ })
+ form_factors <- phenotype_factors
+ exclude_facts <- names(gt1_facts)[gt1_facts]
+ if (length(exclude_facts) > 0) {
+ message("Factors with only one level will be excluded:")
+ message(exclude_facts)
+ form_factors <- phenotype_factors[
+ !(phenotype_factors %in% exclude_facts)]
+ }
+ lm_beta_meth <- lm(as.formula(
+ paste("ct.prop", paste(form_factors, collapse = " + "),
+ sep = " ~ ")), data = sub_data)
+ message(paste0("Summary: ", meth))
+ capture.output(summary(lm_beta_meth),
+ file = paste0("report_data/summ_Log of ",
+ meth,
+ " fitting.txt"))
+ }
+}
diff -r 000000000000 -r 22232092be53 test-data/APOL1_Bulk.rds
Binary file test-data/APOL1_Bulk.rds has changed
diff -r 000000000000 -r 22232092be53 test-data/Control_Bulk.rds
Binary file test-data/Control_Bulk.rds has changed
diff -r 000000000000 -r 22232092be53 test-data/EMTABesethealthy.subset.rds
Binary file test-data/EMTABesethealthy.subset.rds has changed
diff -r 000000000000 -r 22232092be53 test-data/GSE50244bulkeset.subset.rds
Binary file test-data/GSE50244bulkeset.subset.rds has changed
diff -r 000000000000 -r 22232092be53 test-data/Mousebulkeset.rds
Binary file test-data/Mousebulkeset.rds has changed
diff -r 000000000000 -r 22232092be53 test-data/Mousesubeset.degenesonly2.half.rds
Binary file test-data/Mousesubeset.degenesonly2.half.rds has changed
diff -r 000000000000 -r 22232092be53 test-data/array.tsv
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/array.tsv Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,4 @@
+ Sample1 Sample2
+Gene1 1 3
+Gene2 2 4
+Gene3 3 5
diff -r 000000000000 -r 22232092be53 test-data/default_output.pdf
Binary file test-data/default_output.pdf has changed
diff -r 000000000000 -r 22232092be53 test-data/default_output_no_disease.pdf
Binary file test-data/default_output_no_disease.pdf has changed
diff -r 000000000000 -r 22232092be53 test-data/default_output_no_disease_nnls.pdf
Binary file test-data/default_output_no_disease_nnls.pdf has changed
diff -r 000000000000 -r 22232092be53 test-data/dendro.pdf
Binary file test-data/dendro.pdf has changed
diff -r 000000000000 -r 22232092be53 test-data/dendro_1.pdf
Binary file test-data/dendro_1.pdf has changed
diff -r 000000000000 -r 22232092be53 test-data/epith.markers
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/epith.markers Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,2614 @@
+Rp1
+Sox17
+1700034P13Rik
+Prex2
+Sulf1
+Xkr9
+Eya1
+Sbspon
+D030040B21Rik
+Crispld1
+Il17f
+Mcm3
+Kcnq5
+Col19a1
+Khdrbs2
+Bend6
+Gm37233
+Sema4c
+Fam178b
+Chst10
+Il1r2
+Il1rl1
+Gm37623
+Fhl2
+Gm29040
+Col3a1
+Stat4
+Gm28551
+Hecw2
+Ankrd44
+4930558J18Rik
+Aox2
+Als2cr12
+Cdk15
+Fzd7
+Icos
+Pard3bos3
+Nrp2
+Gm4208
+Klf7
+Cryga
+Fn1
+Tmem169
+Igfbp2
+Igfbp5
+6030407O03Rik
+Catip
+Slc11a1
+Prkag3
+Wnt6
+Wnt10a
+Des
+Tmem198
+BC035947
+Mogat1
+5730419F03Rik
+Serpine2
+Fam124b
+Dock10
+Pid1
+C130026I21Rik
+A530032D15Rik
+A530040E14Rik
+Sp110
+Sp100
+A630001G21Rik
+2810459M11Rik
+Kcnj13
+Inpp5d
+Ugt1a8
+Ugt1a6a
+Ugt1a1
+Gm29336
+4930434B07Rik
+Ackr3
+Gm28723
+Gm26683
+Agxt
+Pdcd1
+St8sia4
+Slco4c1
+Panct2
+Pam
+Gm29012
+Tnfrsf11a
+Serpinb2
+Cntnap5a
+Sctr
+Lypd1
+Tmem163
+Thsd7b
+C4bp
+Gm15848
+Ctse
+Tmcc2
+Gm19461
+Chil1
+Syt2
+Ptpn7
+Lmod1
+Gm38399
+Phlda3
+Igfn1
+Cacna1s
+Kif14
+Atp6v1g3
+Crb1
+Cfh
+B3galt2
+Rgs2
+Rgs18
+Ptgs2
+1700025G04Rik
+Ncf2
+Nmnat2
+Rgs16
+Cacna1e
+Ier5
+Tdrd5
+Nphs2
+Angptl1
+4930439D14Rik
+Astn1
+Pappa2
+Gm37083
+Fasl
+Dnm3os
+Gm16548
+Xcl1
+Rcsd1
+Cd247
+Fam78b
+Lrrc52
+Rxrg
+Rgs5
+Sh2d1b1
+Olfml2b
+Fcrla
+Gm38204
+Gm10522
+Fcgr4
+Pcp4l1
+Cd244
+Slamf7
+Cd48
+Cd84
+Slamf6
+Atp1a4
+Atp1a2
+Slamf8
+Apcs
+Aim2
+Gm4955
+BC094916
+Pydc3
+AI607873
+Ifi204
+Mndal
+Mnda
+Ifi203
+Ifi202b
+Ifi205
+Grem2
+Akt3
+2310043L19Rik
+Kif26b
+Lefty1
+1700047M11Rik
+Hlx
+Mark1
+Kcnk2
+Gm28172
+Prox1os
+Vash2
+Gm38037
+Rd3
+Kcnh1
+Sertad4
+Traf3ip3
+4930570N18Rik
+Lamb3
+Cd34
+Cr2
+Meig1
+Ccdc3
+Camk1d
+Proser2
+Proser21
+Itih2
+Itga8
+Vim
+Tmem236
+Mrc1
+Malrd1
+Nebl
+4930426L09Rik
+Armc3
+Tbpl2
+Il1f9
+Il1f5
+Il1rn
+Entpd8
+4933433C11Rik
+Sapcd2
+Fcnaos
+Obp2a
+Kcnt1
+1810012K08Rik
+Gm13563
+Notch1
+Egfl7
+Snhg7os
+Lcn4
+Stkld1
+Slc2a6
+Sardhos
+Col5a1
+Olfm1
+Ak8
+Pkn3
+Gm28035
+Gm14486
+Ptges
+Lcn2
+Gm13412
+St6galnac4
+Eng
+Phf19
+Stom
+Ggta1
+Gm13431
+Crb2
+Lhx2
+Lrp1b
+Kynu
+Gm13470
+Gm13499
+1700057H21Rik
+Neb
+Rprm
+Kcnj3
+Pla2r1
+Kcnh7
+Scn7a
+B3galt1
+Nostrin
+Gad1
+Rapgef4
+Gm28793
+Gm28230
+2600014E21Rik
+Ttc30a2
+Pde11a
+Itga4
+Prdx6b
+Fam171b
+Calcrl
+Tfpi
+Serping1
+Slc43a1
+Slc43a3
+Aplnr
+Creb3l1
+2900072N19Rik
+Gm13814
+Chst1
+Gm10804
+Gm13889
+E530001K10Rik
+Elf5
+Lmo2
+D430041D05Rik
+Pin1rt1
+Wt1
+Bdnf
+Gm13936
+3110099E03Rik
+Meis2
+2700033N17Rik
+Tmco5
+Rasgrp1
+Rad51
+Dll4
+Chac1
+Ehd4
+Stard9
+Epb42
+Map1a
+B2m
+Duox1
+Slc28a2
+AA467197
+Sema6d
+Slc12a1
+Fbn1
+Shc4
+Atp8b4
+Ncaph
+Kcnip3
+Acoxl
+Gm14029
+Tgm3
+Slc4a11
+Gfra4
+Adam33
+Siglec1
+Hspa12b
+Gm14102
+Bmp2
+Bfsp1
+Ralgapa2
+Thbd
+Cd93
+Gm21994
+Cst7
+Nanp
+Tcf15
+Defb36
+Rem1
+Id1
+Cox4i2
+Dusp15
+Ttll9
+Ccm2l
+Hck
+Necab3
+1700003F12Rik
+4930519P11Rik
+Gm14226
+2310005A03Rik
+Gssos2
+Gssos1
+Procr
+Gm16098
+Gm14168
+Myl9
+Tldc2
+Mroh8
+D630003M21Rik
+Lbp
+Snhg11
+Ptprt
+Tox2
+Jph2
+R3hdml
+Ada
+Kcns1
+Pltp
+Mmp9
+Slc12a5
+Cd40
+Cdh22
+Ocstamp
+Eya2
+Gm11464
+Gm11466
+Gm11468
+5031425F14Rik
+Prex1
+Kcnb1
+Gm14320
+Gm14235
+Tshz2
+Cass4
+Spo11
+Ctcfl
+Zbp1
+Zfp831
+Edn3
+Gm14434
+Sycp2
+Hrh3
+Gata5
+Col9a3
+Ptk6
+Srms
+BC051628
+Helz2
+Zbtb46
+Sox18
+Was
+Sytl5
+Tspan7
+Gm10489
+Nyx
+Gpr34
+Timp1
+Slc6a14
+Zcchc12
+Rhox8
+Sh2d1a
+Smarca1
+Hs6st2
+4930502E18Rik
+Xlr
+Gm773
+Adgrg4
+Fgf13
+Slitrk4
+Fmr1nb
+Aff2
+Prrg3
+Gabre
+Xlr5c
+Bgn
+Dusp9
+Pnck
+Srpk3
+L1cam
+Avpr2
+Tktl1
+Gab3
+F8
+Gm15063
+Gm7173
+Mageb16
+Tmem47
+Gm14762
+5430427O19Rik
+F630028O10Rik
+Kif4
+Il2rg
+Cxcr3
+Ercc6l
+Dmrtc1a
+Cdx4
+Fgf16
+Cysltr1
+Lpar4
+P2ry10
+A630033H20Rik
+Gpr174
+Itm2a
+Rps6ka6
+Pcdh19
+Btk
+Tceal5
+Nup62cl
+Frmpd3
+Vsig1
+Gucy2f
+Pak3
+Trpc5
+Zcchc16
+Lhfpl1
+Lrch2
+Alas2
+Tro
+Kctd12b
+4930524N10Rik
+Cnksr2
+Gm15241
+Scml2
+Bmx
+Pir
+Egfl6
+Tmsb4x
+Frmpd4
+Gm15726
+Hnf4g
+Gm37350
+Stmn2
+Hey1
+C030034L19Rik
+Gm9833
+Fabp4
+Fabp12
+Gm38303
+A930001A20Rik
+Gm9733
+Sirpb1a
+Sirpb1b
+Sirpb1c
+Gm5150
+Bhlhe22
+Cyp7b1
+Cp
+Nlgn1
+1700125G22Rik
+Tnik
+Gm33051
+Egfem1
+Actrt3
+Pex5l
+Mccc1os
+Trpc3
+Fat4
+Pabpc4l
+Pcdh18
+Slc7a11
+Mgst2
+Gm37170
+Gm30173
+Lhfp
+Frem2
+Gm43565
+Gm43549
+Tm4sf1
+Tm4sf4
+Gm42512
+Erich6
+Gm43570
+Gpr171
+P2ry14
+Gm37035
+P2ry1
+Arhgef26
+Gm34240
+Gm34302
+Gm26850
+Rarres1
+1110032F04Rik
+Sptssb
+Bche
+Serpini1
+Fam198b
+Rbm46
+Lrat
+Gm30097
+Sfrp2
+Gm26771
+Tlr2
+Tmem154
+Cd1d1
+Kirrel
+Fcrl1
+Ntrk1
+Insrr
+Nes
+Bglap3
+Efna3
+Efna4
+Kcnn3
+She
+Npr1
+S100a14
+S100a3
+S100a4
+S100a6
+Sprr1a
+Ivl
+Smcp
+Gm37245
+Them5
+Ecm1
+BC028528
+Plekho1
+Hist2h2bb
+Fcgr1
+Lix1l
+Gja5
+Gm4450
+Hsd3b4
+Gm10681
+Hsd3b3
+Hsd3b1
+5730437C11Rik
+Cd101
+Mab21l3
+Ngf
+Tspan2
+Dennd2c
+Olfml3
+Fam19a3
+Gm5547
+Adora3
+Chil3
+AI504432
+Kcna2
+Cym
+Prok1
+Csf1
+Eps8l3
+Gstm2
+Sypl2
+Gm42754
+S1pr1
+Gm9889
+Vcam1
+Gm43202
+Gm26530
+Lrrc39
+Palmd
+Plppr5
+Synpo2
+Ndst4
+Gm17225
+Gm15551
+Gm16958
+Gm42586
+Pitx2
+Egf
+Gm42697
+6330410L21Rik
+Col25a1
+Gm43352
+Lef1
+Dkk2
+Npnt
+Gm6135
+Gm26691
+Cxxc4
+Gm43603
+Emcn
+4930579F01Rik
+0610031O16Rik
+Adh7
+Gm15688
+Bmpr1b
+Gbp5
+Gbp7
+Gbp3
+Gbp2b
+Gbp2
+Gm15540
+Gm43614
+Clca3a1
+Col24a1
+Gm43861
+Mcoln3
+Mcoln2
+Samd13
+Gm30382
+Adgrl4
+Ifi44
+Gm43455
+St6galnac3
+Negr1
+Ptger3
+Gm33466
+1810013D15Rik
+Depdc1a
+Gm26857
+Fam110b
+Runx1t1
+Slc26a7
+Gm12354
+Atp6v0d2
+Nkain3
+Gm11899
+Epha7
+Spaca1
+Aqp7
+Aqp3
+Enho
+Sit1
+Tpm2
+Msmp
+Hrct1
+5430416O09Rik
+Reck
+Melk
+Pax5
+Stra6l
+Ccdc180
+Trim14
+Coro2a
+Galnt12
+Col15a1
+Nr4a3
+Plppr1
+Acnat2
+Grin3a
+Klf4
+Svep1
+Slc46a2
+Rgs3
+Tnfsf8
+Astn2
+Tlr4
+Rasef
+Gm5860
+Gm11266
+Frem1
+Adamtsl1
+Hacd4
+Cdkn2a
+Dmrta1
+Tek
+Kank4
+Ube2u
+0610043K17Rik
+Dab1
+C8a
+Plpp3
+Tmem61
+2700068H02Rik
+Gm12744
+Mroh7
+Gm12786
+Lrp8
+Gpx7
+Orc1
+A730015C16Rik
+Ttc39a
+Elavl4
+Agbl4
+Foxd2
+Tal1
+Cyp4a32
+Tex38
+Hpdl
+Kif2c
+Tie1
+Cfap57
+Gm12927
+Cldn19
+Guca2a
+Rims3
+Zfp69
+Mycl
+Heyl
+Bmp8a
+Rspo1
+Gm12932
+Csf3r
+Dlgap3
+Gja4
+Tmem54
+Sync
+Gm26722
+Marcksl1
+Fam167b
+Gm853
+Gm10570
+Sdc3
+Ptpru
+Ptafr
+Themis2
+Gpr3
+Map3k6
+RP23-354H24.9
+Grrp1
+Trim63
+1700021N21Rik
+Man1c1
+Myom3
+Cnr2
+6030445D17Rik
+Gm13012
+Ubxn10
+Nbl1
+Padi4
+Gm13031
+Mfap2
+Gm13056
+4930455G09Rik
+Pramef12
+Tnfrsf1b
+Gm13152
+Zfp534
+Gm15969
+Cort
+Car6
+Ajap1
+Tnfrsf14
+Morn1
+Tmem52
+Mmp23
+Ankrd65
+Isg15
+Gm15731
+Abcb4
+Sema3d
+Sema3e
+Gm9758
+Speer4e
+Gm17019
+Cacna2d1
+Hgf
+Fbxl13
+Napepld
+Lhfpl3
+Nos3
+Atg9b
+Dpp6
+Cnpy1
+Gm5129
+Cenpa
+Emilin1
+AI839979
+Gm15614
+Slc5a1
+Nat8l
+Zfyve28
+4931431C16Rik
+Htra3
+Sorcs2
+Ppp2r2c
+Crmp1
+Stk32b
+Msx1
+Nsg1
+Clnk
+Hs3st1
+Gm43700
+Gm42711
+C1qtnf7
+Bst1
+Cd38
+Fgfbp1
+Ldb2
+D5Ertd615e
+Ncapg
+Slc34a2
+Nwd2
+Tlr1
+Gm26725
+Uchl1
+Bend4
+Shisa3
+Gabrg1
+Gabra2
+Cnga1
+Nipal1
+Txk
+Ociad2
+Dancr
+Kit
+Kdr
+Hopx
+Stap1
+Ugt2a3
+Adamts3
+5830473C10Rik
+Pf4
+Cxcl2
+Areg
+Btc
+Parm1
+Cxcl9
+Art3
+Fam47e
+4932430I15Rik
+Gm33050
+Anxa3
+Gm33370
+Tmem150c
+Hpse
+Mapk10
+5430427N15Rik
+Gm42620
+Slc10a6
+Sparcl1
+Abcg3
+Gbp8
+Gbp9
+Gbp4
+Lrrc8c
+Gm42669
+Gfi1
+Gm43082
+Gm10419
+Crlf2
+Pole
+A630023P12Rik
+Mn1
+E130006D01Rik
+Miat
+Cryba4
+Crybb1
+Wscd2
+Cmklr1
+Tmem119
+Svop
+Oasl2
+Oasl1
+Hnf1aos2
+Cabp1
+C330018A13Rik
+Nos1
+Tbx3os1
+Tbx3
+Rasal1
+Dtx1
+Oas2
+Oas3
+Oas1g
+Oas1a
+Rph3a
+Gm42878
+P2rx7
+Rhof
+Gm38102
+Gm43409
+Gm15747
+Kntc1
+Hcar2
+Gm34086
+Fam101a
+Mmp17
+Tpst1
+Ncf1
+Gm10369
+Eln
+Hip1
+Hspb1
+Upk3b
+Rasa4
+Sh2b2
+Col26a1
+Cldn15
+Serpine1
+Ache
+Tfr2
+Lrch4
+Gm20605
+Irs3
+Pilra
+Pilrb1
+Pilrb2
+Cyp3a13
+Gm10874
+Gper1
+Uncx
+Micall2
+Elfn1
+Chst12
+Lfng
+Sdk1
+Papolb
+Mmd2
+Fscn1
+Rasl11a
+Flt3
+D5Ertd605e
+Flt1
+Alox5ap
+Wdr95
+Hepacam2
+Calcr
+Gng11
+Col1a2
+Asb4
+Dlx6
+Gpr85
+Cav1
+Cped1
+Slc13a1
+Asb15
+Tmem229a
+Impdh1
+Hilpda
+Gm26627
+Strip2
+1700012C14Rik
+Mest
+Gm27019
+Podxl
+Plxna4os1
+Cald1
+2010107G12Rik
+Slc13a4
+Ptn
+Akr1d1
+1700025N23Rik
+Dennd2a
+Tmem178b
+Trpv6
+Kel
+Gm44119
+Gimap8
+Gimap4
+Gimap6
+Gimap1
+Gimap5
+4833403J16Rik
+Gimap3
+Fam221a
+Npy
+Nfe2l3
+Halr1
+Jazf1
+Creb5
+Tril
+Gm28402
+Aqp1
+Pde1c
+Vmn1r19
+4930533I22Rik
+Nap1l5
+RP24-492L15.6
+BB365896
+Gm16838
+Il23r
+Gm43291
+Cd8b1
+Cd8a
+Gm44195
+Reep1
+St3gal5
+Atoh8
+Ctnna2
+M1ap
+Dok1
+Lbx2
+Ccdc142.1
+RP23-361O12.3
+1700124L16Rik
+Dysf
+Cyp26b1
+Gm4477
+Cml3
+Gm11128
+Cml5
+Nat8
+Add2
+Asprv1
+Gkn3
+Arhgap25
+Prokr1
+Gm44201
+Gm44170
+Vmn1r53
+Chst13
+Uroc1
+Cfap100
+RP24-457L7.3
+Fbln2
+RP23-292C5.4
+Grip2
+Fgd5
+Prickle2
+Fam19a1
+Lmod3
+Gm9871
+Chl1
+Gm44040
+Ssu2
+Cpne9
+1700015O11Rik
+Ghrl
+Atp2b2
+Syn2
+Timp4
+Pparg
+Plxnd1
+8430408G22Rik
+Fxyd4
+Ret
+Zfp9
+Cacna1c
+Cacna2d4
+D330020A13Rik
+Gm15856
+Slc6a13
+Slc6a12
+Klrg1
+C3ar1
+Clec4a3
+Clec4b1
+Clec4d
+Clec4e
+C1ra
+C1s1
+Cd4
+Vwf
+Ntf3
+Kcna5
+Rad51ap1
+Ccnd2
+Gm10010
+Tead4
+Gm26770
+Pzp
+Klrb1a
+Klrb1c
+Klrb1b
+Gm44066
+BC035044
+Clec2i
+Clec2g
+Gm15987
+Clec12a
+Clec1b
+Clec1a
+Klre1
+Klrk1
+Klrc1
+Klri2
+Klra5
+Klra4
+Klra8
+Klra9
+Klra1
+Klra2
+Styk1
+Apold1
+Gsg1
+E330021D16Rik
+Smco3
+Mgp
+Arhgdib
+Ptpro
+Eps8
+Pde3a
+Slco1a4
+Gm44244
+Slco1a1
+Gm6614
+Slco1a6
+Gm20400
+Kcnj8
+Abcc9
+Gm31108
+Bcat1
+Lrmp
+4930528G23Rik
+Cacng7
+Tarm1
+Pirb
+Pira2
+Gm14548
+D030047H15Rik
+Lilra5
+Ncr1
+Tmem150b
+Zim1
+Usp29
+Pla2g4c
+Sult2a3
+Ehd2
+C5ar1
+9330104G04Rik
+Ptgir
+Ccdc8
+Mill2
+Nova2
+Gpr4
+A930016O22Rik
+Exoc3l2
+Igsf23
+Tescl
+Kcnn4
+Irgc1
+Plaur
+Lypd3
+Cd177
+Atp1a3
+D930028M14Rik
+RP23-474C17.2
+Tmem145
+Erich4
+Tgfb1
+Axl
+RP23-267I20.3
+Cyp2a4
+Cyp2f2
+Gm15883
+Ltbp4
+Sptbn4
+Prx
+Zfp850
+Sycn
+Nccrp1
+Rinl
+Map4k1
+Ryr1
+Rasgrp4
+Kcnk6
+Dpf1
+Aplp1
+Nphs1
+Arhgap33os
+Upk1a
+Ffar2
+Cd22
+Fxyd5
+Fxyd1
+Fxyd3
+RP23-435E16.4
+Gm26790
+Tshz3
+Zfp536
+4933402C06Rik
+Siglecg
+Cd33
+Siglece
+Klk8
+Aspdh
+Spib
+Rcn3
+Tead2
+Cd37
+Izumo1
+Rasip1
+Mamstr
+Emp3
+Abcc6
+Tph1
+Saa4
+E2f8
+Gm2788
+Luzp2
+Siglech
+Gabrb3
+RP23-407N2.2
+Trpm1
+Pcsk6
+Synm
+Gm16158
+RP23-474J16.2
+RP23-449M8.5
+RP24-362L9.2
+RP23-340E19.2
+RP23-53N23.3
+AU020206
+Isg20
+RP23-207N5.4
+Ticrr
+RP24-173K12.5
+Prc1
+Fes
+Slc28a1
+Ap3b2
+Tm6sf1
+Adamtsl3
+RP23-272F2.2
+Tmc3
+Il16
+Mesdc1
+Gm2115
+RP24-64C6.3
+RP24-267C3.3
+Fam181b
+Thrsp
+Lrrc32
+Map6
+Gdpd5
+Tpbgl
+Chrdl2
+Kcne3
+Dnajb13
+Relt
+Pde2a
+Art5
+Hbb-bt
+Hbb-bs
+Trim30b
+Trim30a
+Cckbr
+Prkcdbp
+Dchs1
+Gm4070
+Gvin1
+Nlrp10
+Nrip3
+1600010M07Rik
+Mrvi1
+Dkk3
+Spon1
+Pde3b
+Calca
+Gm4353
+Itpripl2
+RP23-446E13.1
+Gprc5b
+Gp2
+Umod
+RP24-350A15.6
+RP23-306P12.4
+RP23-306P12.2
+RP23-306P12.3
+Acsm3
+Dnah3
+Abca14
+4933427G17Rik
+Otoa
+Scnn1g
+Scnn1b
+Gsg1l
+Cd19
+Atp2a1
+Apobr
+RP24-159C12.10
+Hsd3b7
+Itgam
+Itgax
+Itgad
+Tgfb1i1
+Rgs10
+RP23-172P1.4
+Hmx3
+Hmx2
+RP23-218E6.2
+Adam12
+5830432E09Rik
+Stk32c
+Prap1
+Cd163l1
+Scgb1c1
+Cox8b
+Ifitm1
+Ifitm3
+Ifitm6
+Irf7
+Cracr2b
+Muc2
+Tnni2
+Lsp1
+Igf2
+Phlda2
+Tnfrsf26
+RP23-6I17.1
+Tnfrsf22
+Tnfrsf23
+Mrgpre
+Ano1
+Akap12
+Myct1
+Zc3h12d
+Adgb
+Stx11
+Plagl1
+Adgrg6
+Txlnb
+Myb
+1700020N01Rik
+Gm5420
+H60b
+Gm26740
+Tcf21
+Moxd1
+Epb41l2
+Smlr1
+Gm29571
+Hey2
+Trdn
+Dse
+Marcks
+Lama4
+Mical1
+Gm17196
+Armc2
+Aim1
+Prdm1
+Cep85l
+Pln
+Gm16998
+Msl3l2
+Gja1
+Pkib
+Edar
+Vsir
+Gm26947
+Prf1
+Gm5424
+Srgn
+Stox1
+Ctnna3
+1110002J07Rik
+Egr2
+Zfp365
+Tmem26
+Adora2a
+Ggt5
+Gstt4
+Vpreb3
+S100b
+Gm15343
+Ftcd
+Col6a1
+Itgb2
+1700009J07Rik
+Trpm2
+Dnmt3l
+Prss57
+Plppr3
+Prtn3
+Grin3b
+Cnn2
+Hmha1
+Adamtsl5
+Plk5
+Tmprss9
+Creb3l3
+Tbxa2r
+S1pr4
+Gna15
+Aldh1l2
+1500009L16Rik
+Btbd11
+Ascl4
+Bpifc
+Dram1
+Spic
+Ano4
+Elk3
+Gm15915
+Plxnc1
+5730420D15Rik
+Dcn
+Mgat4c
+Tmtc2
+E2f7
+Glipr1
+Kcnc2
+Gm26596
+Ptprr
+Ptprb
+Kcnmb4
+Kcnmb4os2
+D630029K05Rik
+Lyz1
+Ifng
+Irak3
+Msrb3
+Wif1
+Avpr1a
+Avil
+Slc26a10
+Ndufa4l2
+Nxph4
+Lrp1
+Gpr182
+Rdh1
+Rdh7
+Timeless
+Gm26876
+Pmel
+Tespa1
+A430078G23Rik
+Mcemp1
+Cd209a
+Cd209d
+Efnb2
+RP23-366O14.2
+D630011A20Rik
+Spaca7
+Gm15348
+F10
+Gm7676
+Tdrp
+5830468F06Rik
+Myom2
+Angpt2
+Defb9
+Atp7b
+Thsd1
+Plat
+1700041G16Rik
+Gm26714
+1810011O10Rik
+2310008N11Rik
+Tex15
+Gm29243
+Ppp1r3b
+Dlc1
+Msr1
+Klkb1
+Pdlim3
+4930448N21Rik
+Neil3
+Gm16178
+Ddx60
+Spock3
+Trim60
+Apela
+Gm15354
+Npy1r
+Gm21807
+Csgalnact1
+Crlf1
+Lrrc25
+Il12rb1
+Ushbp1
+Plvap
+RP23-457J22.1
+B3gnt3
+Klf2
+F2rl3
+Inpp4b
+Clgn
+Ptger1
+Adgre5
+Il27ra
+Podnl1
+Lyl1
+Neto2
+Adcy7
+Nkd1
+Snx20
+Nod2
+Gm6658
+Gm28511
+Crnde
+Mmp2
+Ces1f
+Ces1g
+Ces1h
+Slc12a3
+Gm15889
+9330175E14Rik
+Nlrc5
+Cpne2
+Ccdc102a
+Adgrg5
+Adgrg3
+Cngb1
+Mmp15
+Cdh5
+Cmtm3
+Ces2c
+Ces2d-ps
+Ces2e
+Ces2g
+B3gnt9
+Exoc3l
+Hsd11b2
+Gm38250
+Cenpt
+Lcat
+Smpd3
+Gm16208
+Mtss1l
+Mlkl
+Plcg2
+Hsd17b2
+Cdh13
+Wfdc1
+Crispld2
+6430548M08Rik
+Irf8
+Foxc2
+Pabpn1l
+Cbfa2t3
+Sult5a1
+4933417D19Rik
+Fanca
+Tubb3
+Rhou
+4732419C18Rik
+Disc1
+Nrp1
+Gm3453
+Gm3411
+Gm3558
+Dnase1l3
+Acox2
+Oit1
+Il3ra
+Lrrc3b
+B230110C06Rik
+Gm2237
+Gng2
+Cfap70
+Gm26660
+Zcchc24
+Gm9780
+Cphx2
+Dnah12
+Hesx1
+Mustn1
+Itih1
+Stab1
+Sema3g
+Dnah1
+Colq
+Galnt15
+1810011H11Rik
+Syt15
+Sncg
+Mmrn2
+Ldb3
+2610528A11Rik
+Sh2d4b
+Gm8122
+Gm9732
+Gm8138
+Gm8113
+Ear2
+Ptger2
+Gm10371
+Gch1
+Dlgap5
+Pnp2
+Rnase1
+5330426L24Rik
+Myh7
+A730061H03Rik
+Tgm1
+Ltb4r2
+Adcy4
+Ripk3
+Cma1
+Atp12a
+Gja3
+Ska3
+Phf11a
+Phf11b
+Phf11d
+Atp8a2
+Amer2
+Sacs
+Arl11
+Dleu7
+Gm4131
+Defb42
+Blk
+Fam167a
+Sox7
+Gm17116
+Gulo
+Gm10032
+Gm5464
+Gm6878
+Nefm
+Nefl
+Stc1
+9930012K11Rik
+Pdlim2
+Bmp1
+Lgi3
+Dok2
+Gfra2
+Cysltr2
+Serp2
+Enox1
+Kbtbd6
+Pcdh17
+Diaph3
+Gm9922
+Ednrb
+Slitrk1
+Slitrk6
+Gpc5
+Gpc6
+Oxgr1
+Gpr18
+Gpr183
+Timm8a2
+Casp1
+Casp4
+Casp12
+Mmp13
+Mmp12
+Mmp8
+Pgr
+Gm16485
+Cntn5
+Amotl1
+Fut4
+Gm16302
+Izumo1r
+Naalad2
+Col5a3
+Icam1
+S1pr5
+Gm16853
+Dock6
+Epor
+Ccdc151
+Elavl3
+Bmper
+Gm29375
+Jam3
+Adamts15
+Tmem45b
+Kcnj5
+Fli1
+Ets1
+Fez1
+Pknox2
+Robo4
+Robo3
+Esam
+Vsig2
+Nrgn
+Crtam
+Mcam
+Pdzd3
+Upk2
+Cxcr5
+Amica1
+Il10ra
+Tmprss13
+Dscaml1
+Tagln
+Apoa4
+2900052N01Rik
+Nxpe2
+Nxpe4
+Htr3a
+Plet1os
+Layn
+Pou2af1
+Gm684
+Tnfaip8l3
+Acsbg1
+Crabp1
+Chrnb4
+Cyp1a1
+Sema7a
+Islr2
+Loxl1
+Tmem202
+Nr2e3
+Thsd4
+Gm10655
+Coro2b
+Igdcc3
+Plekho2
+Pif1
+Car12
+BC050972
+Anxa2
+Aqp9
+Pygo1
+A130057D12Rik
+Lysmd2
+Bmp5
+Klhl31
+Gm8074
+Mb21d1
+Cd109
+Filip1
+Gm27216
+Sh3bgrl2
+Gm2109
+Elovl4
+Ttk
+Mrap2
+Bcl2a1d
+Bcl2a1a
+AF529169
+Adamts7
+Plscr4
+Slc9a9
+Chst2
+Pcolce2
+BC043934
+Clstn2
+Rbp2
+Gm37637
+A4gnt
+Cldn18
+Ephb1
+Slco2a1
+Col6a6
+D030055H07Rik
+Gm9917
+Hyal2
+Gm38150
+Sema3f
+Uba7
+Fam212a
+Spink8
+Camp
+Cspg5
+Ngp
+Lrrc2
+Rtp3
+Ltf
+Ccrl2
+Arpp21
+Bcl2a1c
+Gm9888
+Eomes
+Itga9
+Cx3cr1
+Myrip
+Entpd3
+Vipr1
+Ccdc13
+Ackr2
+Clec3b
+Gm17120
+Cxcr6
+Xcr1
+Ccr1
+Pla2g3
+Sec14l3
+Osm
+Gm11032
+Emid1
+Nacad
+Ramp3
+Igfbp3
+Fignl1
+Gm12002
+Cnrip1
+Meis1
+Gm16141
+Slc1a4
+Bcl11a
+5730522E02Rik
+Ccdc85a
+4930505A04Rik
+Stc2
+Nsg2
+Il9r
+Hba-a1
+Hba-a2
+Sh3pxd2b
+Stk10
+Fgf18
+Lcp2
+Gm12121
+Foxi1
+Fam196b
+Slit3
+Tenm2
+Atp10b
+C1qtnf2
+Ccnjl
+4933415A04Rik
+Ebf1
+Adam19
+Fam71b
+2310031A07Rik
+Havcr2
+Havcr1
+Gm5431
+Tgtp1
+9930111J21Rik2
+Tgtp2
+Ifi47
+Btnl9
+Flt4
+Gm12195
+Adamts2
+Col23a1
+Gm26551
+Leap2
+Gdf9
+Il4
+P4ha2
+Acsl6
+Slc36a3os
+Fat2
+Sparc
+Gm12253
+Btnl10
+Nlrp3
+Pld6
+Myo15
+Kcnj12
+Tnfrsf13b
+Slc47a2
+Grap
+Gm12279
+Gas7
+Cfap52
+Pik3r5
+Pik3r6
+Myh10
+Odf4
+Arhgef15
+Aurkb
+9130213A22Rik
+Gm17305
+Tmem88
+Dnah2
+Dnah2os
+Tnfsfm13
+Tnfsf12
+Mgl2
+Clec10a
+Bcl6b
+Tm4sf5
+Gltpd2
+Chrne
+Gm12315
+Scimp
+6330403K07Rik
+Gm12326
+Fam64a
+Slc13a5
+Xaf1
+Atp2a3
+P2rx1
+Aspa
+Hic1
+Serpinf1
+1700016K19Rik
+Tmigd1
+Spag5
+Slc13a2os
+Sarm1
+Lgals9
+Gm21975
+Evi2a
+Adap2
+Adap2os
+Rhbdl3
+Ccl2
+Unc45b
+Slfn5
+Slfn9
+Slfn8
+Slfn2
+Slfn1
+Slfn4
+AI662270
+Ccl3
+Wfdc21
+Gm11431
+Ppm1e
+Mir142hg
+Lpo
+RP24-402O2.2
+Ccdc182
+Nog
+Tmem100
+Wfikkn2
+Cacna1g
+Eme1
+Col1a1
+Samd14
+Nxph3
+Zfp652os
+Abi3
+Gngt2
+Tbx21
+Tbkbp1
+Gm11592
+Gpr179
+Arhgap23
+Fbxo47
+Plxdc1
+Arl5c
+Stac2
+Ppp1r1b
+Tcap
+Ikzf3
+Tns4
+Krt28
+Krt20
+Krt23
+Krt19
+Fkbp10
+Ccr10
+Ramp2
+Aoc3
+Meox1
+Sost
+Cd300lg
+BC030867
+Slc4a1
+2810433D01Rik
+Gjc1
+Kif18b
+Arhgap27os3
+Arhgap27os1
+Wnt9b
+Itgb3
+Efcab3
+Mrc2
+Icam2
+Pecam1
+Gm11707
+Gm11716
+Cacng4
+Axin2
+9930022D16Rik
+Abca9
+Gm11682
+Cpsf4l
+Sdk2
+Kif19a
+Cd300lb
+Cd300ld
+AF251705
+Cd300e
+Cd300lf
+Grin2c
+Cdr2l
+Foxj1
+Rnf157
+Cygb
+BC018473
+St6galnac1
+Gm11730
+Tmc8
+Socs3
+C1qtnf1
+Rbfox3
+Aatk
+Gm11788
+Myadml2
+Notum
+Notumos
+Cbr2
+Cd7
+Sectm1a
+Zfp750
+Akr1c14
+Akr1c18
+Chrm3
+Actn2
+Nid1
+Gng4
+Gpr141
+Elmo1
+Hist1h2bl
+Hist1h2bm
+Hist1h4j
+Hist1h2ak
+Hist1h1b
+Hist1h4n
+Prss16
+Hist1h2bj
+Hist1h2af
+Hist1h3f
+Hist1h3e
+Hist1h2bg
+Hist1h2ac
+Hist1h3c
+Hist1h2ab
+Hist1h3a
+Hist1h1a
+Slc17a2
+Slc17a1
+C530050E15Rik
+D130043K22Rik
+Irf4
+Hus1b
+G630018N14Rik
+Gm11377
+Serpinb6b
+Serpinb9
+Pxdc1
+Fam217a
+Nrn1
+F13a1
+Bmp6
+Adtrp
+Edn1
+Rnf182
+Gm27007
+Stmnd1
+Rnf144b
+Ecm2
+Omd
+Ogn
+Gm8765
+Syk
+Msx2
+Hrh2
+Tifab
+Cxcl14
+Tgfbi
+Gm26555
+4930486L24Rik
+Ctla2b
+Ctla2a
+Hsd17b3
+Irx1
+Gm20554
+Irx2
+Lpcat1
+Slc6a3
+Gpr150
+Mctp1
+Gm4211
+Mef2c
+C130071C03Rik
+Edil3
+Hapln1
+Rasgrf2
+Thbs4
+Cmya5
+AW495222
+Gm26527
+Pde8b
+F2r
+Sv2c
+Ankdd1b
+Hexb
+5330416C01Rik
+Foxd1
+Map1b
+Naip2
+Naip5
+Naip6
+Naip1
+Cd180
+Rgs7bp
+Gapt
+Plk2
+Ddx4
+Plpp1
+Esm1
+BC067074
+Fst
+Fgf10
+D13Ertd608e
+BC147527
+Gm26520
+Efr3b
+Klhl29
+2810032G03Rik
+Rhob
+Kcns3
+Gm5432
+Atp6v1c2
+2410018L13Rik
+Rnf144a
+Rsad2
+Sox11
+Pxdn
+Sntg2
+Fam150b
+Slc26a4
+Gpr22
+Prkar2b
+Pik3cg
+Twist1
+Hdac9
+Nrcam
+Coch
+Gm26517
+Foxa1
+Clec14a
+Pole2
+Dact1
+Rtn1
+RP23-300E17.1
+Prkch
+Rhoj
+Esr2
+4930426I24Rik
+Fam71d
+Tmem229b
+Galnt16
+Acot3
+Acot5
+Acot6
+Dnal1
+Pgf
+Batf
+Gm26531
+Tgfb3
+Nrxn3
+Tshr
+Gpr68
+Ccdc88c
+Fbln5
+Asb2
+Ifi27l2a
+Serpina1b
+Serpina1d
+Serpina1c
+Serpina3f
+Serpina3g
+Serpina3n
+Ak7
+Dlk1
+Meg3
+Dio3
+Exoc3l4
+Kif26a
+Inf2
+Ahnak2
+Gpr132
+Jag2
+9230104M06Rik
+Tex22
+Crip1
+Ptprn2
+Rapgef5
+Macc1
+Ccdc152
+Plcxd3
+Gm16311
+Osmr
+C1qtnf3
+Slc45a2
+Npr3
+Basp1
+Ank
+Ctnnd2
+Matn2
+Gm10384
+Trhr
+Aard
+Samd12
+Tnfrsf11b
+Col14a1
+Sntb1
+Klhl38
+Anxa13
+Pvt1
+Tmem71
+Tg
+Sla
+Gm17035
+St3gal1
+Gm20732
+Ptp4a3
+Psca
+Lypd2
+Ly6d
+Ly6c1
+Ly6c2
+BC025446
+Ly6f
+Gpihbp1
+Gsdmd
+Slc39a4
+Apol9a
+Apol10b
+Apol9b
+Pvalb
+Csf2rb2
+Csf2rb
+Cyth4
+Mfng
+Slc16a8
+Kdelr3
+Nptxr
+Pdgfb
+Grap2
+Dnajb7
+Tnfrsf13c
+Sept3
+Cyp2d11
+Cyp2d10
+Nfam1
+Pnpla3
+Parvb
+Parvg
+Upk3a
+Fbln1
+Mapk12
+Mapk11
+Odf3b
+Shank3
+Abcd2
+Slc2a13
+Pdzrn4
+Prickle1
+Tmem117
+Endou
+Ccdc184
+Ddn
+Dhh
+Troap
+Dnajc22
+Fam186b
+Aqp2
+Aqp6
+Racgap1
+Asic1
+Galnt6
+Scn8a
+Acvrl1
+A330009N23Rik
+Grasp
+Krt80
+Krt5
+Igfbp6
+Rarg
+Espl1
+Nfe2
+Gpr84
+Itga5
+Mefv
+4930451G09Rik
+AU021092
+Tekt5
+Tnp2
+Snn
+Tnfrsf17
+Ifitm7
+2900011O08Rik
+Myh11
+Snai2
+Igll1
+2610318N02Rik
+Serpind1
+Scarf2
+Rtn4r
+Gp1bb
+Cldn5
+2010309G21Rik
+Lamp3
+B3gnt5
+Klhl6
+Thpo
+Chrd
+Gm16863
+Crygs
+Fetub
+Hrg
+BC106179
+St6gal1
+Rtp4
+Cldn16
+Tmem207
+Fgf12
+Atp13a4
+Tmem44
+Nrros
+Muc20
+Slc12a8
+Heg1
+Adcy5
+Pdia5
+Sema5b
+Parp14
+Stfa2l1
+BC100530
+Hcls1
+Popdc2
+Pla1a
+Arhgap31
+Upk1b
+Lsamp
+Zdhhc23
+Sidt1
+Boc
+Cd200r4
+Cd200r3
+Ccdc80
+Btla
+Gcsam
+Tmprss7
+Gm15638
+Cd96
+Alcam
+Abi3bp
+Gm16892
+Filip1l
+Cadm2
+Robo2
+Samsn1
+D16Ertd472e
+Jam2
+Cyyr1
+Adamts1
+Adamts5
+Eva1c
+4930563D23Rik
+Kcne1
+Runx1
+Cldn14
+Sim2
+Ripply3
+Erg
+Bace2
+3300005D01Rik
+Gm1604a
+Gm17087
+Agpat4
+Mas1
+Tcp10b
+Smoc2
+Thbs2
+Fpr1
+Fpr2
+Cldn9
+9530082P21Rik
+Sbp
+Prss30
+Prss22
+Tbc1d24
+Bricd5
+Slc9a3r2
+Meiob
+Tmem204
+Baiap3
+Sox8
+Nhlrc4
+A930017K11Rik
+D630044L22Rik
+Ip6k3
+Pacsin1
+Spdef
+Gm15597
+Tcp11
+4930539E08Rik
+Trp53cor1
+Cdkn1a
+Rab44
+Pi16
+Gm28043
+Dnah8
+Tff3
+Tff2
+Hsf2bp
+Rasal3
+Pglyrp2
+Cyp4f15
+Actl9
+Myo1f
+Kank3
+Kifc1
+Platr17
+Psmb9
+Psmb8
+H2-Ob
+H2-Eb2
+Notch4
+Gpsm3
+Prrt1
+Gm20461
+Tnxb
+Vwa7
+Sapcd1
+Lst1
+Tnf
+H2-D1
+H2-Q1
+H2-Q4
+H2-Q6
+H2-Q7
+2300002M23Rik
+Gm20443
+Ppp1r18
+H2-T24
+2410017I17Rik
+Zfp57
+Ubd
+H2-M3
+9130008F23Rik
+Adgrf1
+Adgrf5
+Mep1a
+Rcan2
+Clic5
+Runx2
+Runx2os1
+Tmem151b
+Capn11
+Slc22a7
+Mdfi
+9830107B12Rik
+A530064D06Rik
+Trem3
+Treml4
+Treml2
+B430306N03Rik
+Trem2
+Unc5cl
+Kif6
+Rftn1
+Gm19585
+Adgre4
+Shd
+Lrg1
+Sema6b
+Tnfaip8l1
+Tnfsf14
+C3
+Vav1
+Adgre1
+Arhgap28
+Gm20703
+Gm26510
+Emilin2
+Ndc80
+Clip4
+Lbh
+Ehd3
+Srd5a2
+Nlrc4
+Ltbp1
+Rasgrp3
+Cyp1b1
+Plekhh2
+Epas1
+Ston1
+Bambi
+Map3k8
+9430020K01Rik
+Zeb1
+Mkx
+Colec12
+4930563E18Rik
+Gata6
+Psma8
+Aqp4
+Mep1b
+Ccdc178
+Celf4
+Gm16344
+Gypc
+Tslp
+Cdc25c
+Reep2
+Ecscr
+Slc4a9
+Eif4ebp3
+Pcdhb4
+Pcdhb8
+Pcdhb12
+Pcdhb20
+Slc25a2
+Pcdhga4
+Pcdhga6
+Pcdhgc5
+Arap3
+Pcdh12
+Spry4
+2900055J20Rik
+Dpysl3
+Spink12
+Npy6r
+Mcc
+Trim36
+Sema6a
+1700065O20Rik
+Lox
+Sncaip
+Gm4951
+Gm4841
+F830016B08Rik
+Iigp1
+Synpo
+Arsi
+Pdgfrb
+Bvht
+Mir143hg
+Piezo2
+Rax
+Ccbe1
+Tubb6
+4930503L19Rik
+Stard6
+Gm9925
+Lipg
+Pstpip2
+Slc14a1
+Sall3
+Gm27239
+Gm16146
+Cd226
+Aldh3b3
+Aldh3b2
+Tbx10
+BC021614
+Cabp2
+Gm960
+Actn3
+Cd248
+Kcnk7
+Tigd3
+Naaladl1
+Batf2
+Pygm
+Rasgrp2
+Kcnk4
+Fermt3
+Lgals12
+Slc22a27
+Slc22a28
+Slc22a29
+Slc22a30
+Slc22a6
+Chrm1
+Syt7
+Cyb561a3
+Vwce
+Pga5
+Cd5
+Cd6
+Slc15a3
+Ms4a4c
+Gm37387
+Ms4a2
+Mpeg1
+Gm4952
+Prune2
+Trpm6
+Rorb
+Anxa1
+Aldh1a1
+C330002G04Rik
+Apba1
+2610016A17Rik
+Dmrt2
+Pdcd1lg2
+Il33
+Prkg1
+Acta2
+Fas
+Ch25h
+Ifit3
+Ifit3b
+Ifit1bl2
+Ifit1
+A830019P07Rik
+Ankrd1
+Hectd2
+Ppp1r3c
+Hhex
+Cep55
+Ffar4
+Cyp2c69
+Pdlim1
+Entpd1
+Dntt
+Arhgap19
+Sfrp5
+Loxl4
+Scd4
+Wnt8b
+Gm26644
+Cyp17a1
+Calhm2
+Neurl1a
+Gm19557
+Cfap43
+Sorcs3
+Sorcs1
+1700054A03Rik
+4833407H14Rik
+Adra2a
+Afap1l2
+Slc18a2
+E330013P04Rik
+Csprs
+AC125149.3
diff -r 000000000000 -r 22232092be53 test-data/immune.markers
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/immune.markers Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,8126 @@
+Sox17
+Gm37988
+Gm26901
+Mybl1
+1700034P13Rik
+Sgk3
+Mcmdc2
+Tcf24
+Ppp1r42
+Prex2
+Sulf1
+Xkr9
+Eya1
+Rdh10
+Stau2
+Ly96
+Il17f
+Mcm3
+Paqr8
+Tram2
+Tmem14a
+Gsta3
+Khdc1a
+Kcnq5
+Gm29107
+Ogfrl1
+Col19a1
+Gm5524
+Prim2
+Rab23
+Bag2
+Bend6
+Dst
+Gm37233
+Arhgef4
+Gm38336
+Neurl3
+4930403P22Rik
+Lman2l
+Cnnm4
+Ankrd23
+Sema4c
+Fam178b
+Zap70
+Tmem131
+Mgat4a
+2010300C02Rik
+Tsga10
+Lipt1
+Aff3
+Gm16152
+Chst10
+Tbc1d8
+Rnf149
+Il1r2
+Gm16894
+Il1r1
+Il1rl2
+Il1rl1
+Il18r1
+Il18rap
+Slc9a4
+Slc9a2
+8430432A02Rik
+AI597479
+Fhl2
+Nck2
+1500015O10Rik
+Gm8251
+Tex30
+Kdelc1
+Bivm
+Ercc5
+Gulp1
+Col5a2
+Wdr75
+Slc40a1
+Dnah7b
+Gm28151
+Sdpr
+Nabp1
+Gm17767
+Myo1b
+Stat4
+Nab1
+Mfsd6
+Inpp1
+1700019D03Rik
+Pms1
+Osgepl1
+Hecw2
+Pgap1
+Rftn2
+Mars2
+Plcl1
+Satb2
+1700066M21Rik
+Spats2l
+Sgol2a
+Aox2
+Nif3l1
+Gm15834
+Als2cr12
+Trak2
+Tmem237
+G730003C15Rik
+Mpp4
+Als2
+Fzd7
+Gm973
+Bmpr2
+Wdr12
+Cd28
+Gm11579
+Ctla4
+Icos
+Pard3b
+Gm4208
+Ino80dos
+Gm20342
+Ccnyl1
+Fzd5
+Plekhm3
+Cryga
+D630023F18Rik
+Pikfyve
+Map2
+Erbb4
+Ikzf2
+Bard1
+Atic
+Fn1
+Mreg
+D230017M19Rik
+Tmem169
+Xrcc5
+Smarcal1
+Igfbp5
+Rufy4
+Cxcr2
+Tmbim1
+Catip
+Slc11a1
+Usp37
+Plcd4
+Stk36
+Cyp27a1
+Wnt6
+Wnt10a
+Ihh
+Nhej1
+Slc23a3
+Abcb6
+Speg
+Gmppa
+Chpf
+Obsl1
+Tmem198
+Inha
+Stk11ip
+Slc4a3
+Epha4
+Sgpp2
+Farsb
+Mogat1
+Acsl3
+Utp14b
+Ap1s3
+Serpine2
+Fam124b
+Irs1
+Rhbdd1
+Slc19a3
+Pid1
+Slc16a14
+C130026I21Rik
+A530032D15Rik
+A530040E14Rik
+A630001G21Rik
+Itm2c
+Gpr55
+2810459M11Rik
+Armc9
+B3gnt7
+Cops7b
+Efhd1
+Kcnj13
+Ngef
+Neu2
+Ugt1a10
+Ugt1a9
+Ugt1a7c
+Ugt1a6a
+Ugt1a5
+Ugt1a2
+Gm29336
+Arl4c
+Sh3bp4
+Ackr3
+Col6a3
+Mlph
+Rab17
+Ramp1
+Ube2f
+Klhl30
+Per2
+Asb1
+Gm26720
+Otos
+Gpc1
+Dusp28
+5033417F24Rik
+9430060I03Rik
+Gpr35
+Kif1a
+Sned1
+Gm28535
+Pask
+Hdlbp
+Farp2
+Bok
+Ing5
+Pdcd1
+Fam174a
+Panct2
+D1Ertd622e
+Ppip5k2
+Rnf152
+Pign
+Tnfrsf11a
+Gm7160
+Zcchc2
+Bcl2
+Serpinb2
+Serpinb10
+Serpinb8
+Dsel
+Cntnap5a
+Clasp1
+Tfcp2l1
+Ralb
+Gm27184
+Tmem185b
+Ptpn4
+Tmem177
+Sctr
+Tmem37
+3110009E18Rik
+Steap3
+Slc35f5
+Gpr39
+Lypd1
+Nckap5
+Tmem163
+2900009J06Rik
+Zranb3
+Thsd7b
+Gm15675
+Cd55
+Gm29427
+Pfkfb2
+AA986860
+Fcamr
+Gm15848
+Pigr
+Fcmr
+Mapkapk2
+Dyrk3
+Ikbke
+Srgap2
+Fam72a
+Rab7b
+Pm20d1
+Rab29
+Cdk18
+Klhdc8a
+Nuak2
+Tmcc2
+Dstyk
+Tmem81
+Cntn2
+Pik3c2b
+Golt1a
+Ren1
+Etnk2
+Gm26706
+Zc3h11a
+Gm38394
+Lax1
+Atp2b4
+Chil1
+Ppfia4
+Cyb5r1
+Klhl12
+Rabif
+Ube2t
+Gm15445
+Elf3
+Rnpep
+Lmod1
+Ipo9
+Nav1
+Gm38399
+Lad1
+Tmem9
+Cacna1s
+Kif21b
+5730559C18Rik
+Ddx59
+Kif14
+Gm19705
+A430106G13Rik
+Atp6v1g3
+Aspm
+Cfh
+B3galt2
+Trove2
+Rgs2
+Rgs1
+Rgs18
+Pla2g4a
+Ptgs2
+Gm10138
+Fam129a
+2810414N06Rik
+Edem3
+1700025G04Rik
+Colgalt2
+Ncf2
+Nmnat2
+Lamc2
+Npl
+Rgs16
+Teddm2
+A830008E24Rik
+Cacna1e
+Gm9530
+Ier5
+BC034090
+Qsox1
+Fam163a
+Nphs2
+Soat1
+Gm10031
+Tor3a
+Ralgps2
+Angptl1
+4930439D14Rik
+Rasal2
+Sec16b
+4930523C07Rik
+Rabgap1l
+Gm37083
+Serpinc1
+Dars2
+Fasl
+Suco
+Dnm3
+Fmo4
+BC055324
+Sell
+Gm16548
+F5
+Slc19a2
+Gm26685
+Gm32569
+Xcl1
+Gpr161
+Mpzl1
+Creg1
+Cd247
+Pou2f1
+Gm15853
+Pogk
+Fam78b
+Uck2
+Lrrc52
+Rxrg
+Nuf2
+Rgs5
+3110045C21Rik
+Gm37748
+4930500M09Rik
+Sh2d1b1
+Gm7694
+Nos1ap
+Atf6
+Gm26620
+Fcrla
+Fcgr2b
+Gm10522
+Fcgr4
+Fcgr3
+Cfap126
+Pcp4l1
+Apoa2
+Fcer1g
+Klhdc9
+Pvrl4
+Usf1
+Gm26641
+F11r
+Cd244
+Ly9
+Slamf7
+Slamf1
+Gm37065
+Slamf6
+Vangl2
+Ncstn
+Pea15a
+Atp1a4
+Igsf8
+Atp1a2
+Kcnj10
+Pigm
+Slamf9
+Igsf9
+Tagln2
+Cfap45
+Vsig8
+Slamf8
+Dusp23
+Aim2
+BC094916
+Pydc3
+AI607873
+Ifi204
+Mnda
+Ifi202b
+Ifi205
+Kmo
+Opn3
+Chml
+Exo1
+Cep170
+Zbtb18
+2310043L19Rik
+1700016C15Rik
+Gm16432
+B230369F24Rik
+Kif26b
+Cnst
+Sccpdh
+Cdc42bpa
+Gm37336
+Gm31728
+Lin9
+H3f3a
+Gm17275
+H3f3aos
+Pycr2
+Lefty1
+Ephx1
+Cnih4
+A430110L20Rik
+Fbxo28
+Capn2
+Susd4
+Disp1
+Gm37986
+Dusp10
+1700056E22Rik
+Hlx
+4930532G15Rik
+Tgfb2
+A430105J06Rik
+Esrrg
+Gm36388
+Cenpf
+Ptpn14
+Smyd2
+Prox1
+Gm28172
+Prox1os
+Rps6kc1
+Vash2
+Mfsd7b
+Nsl1
+Batf3
+Atf3
+D730003I15Rik
+Tmem206
+Gm32200
+Dtl
+Lpgat1
+Gm38037
+Nek2
+1700034H15Rik
+Rd3
+Gm26670
+Gm10516
+Hhat
+Irf6
+A130010J15Rik
+4930570N18Rik
+Lamb3
+Hsd11b1
+Camk1g
+Plxna2
+Cd34
+Gm37027
+Cd46
+Cr2
+Rpp38
+Acbd7
+Meig1
+Dclre1c
+Suv39h2
+Cdnf
+Frmd4a
+Bend7
+Mcm10
+Optn
+Camk1d
+Nudt5
+Gm13199
+Proser2
+Proser21
+Gata3
+9230102O04Rik
+Gm13262
+Itih5
+Sfmbt2
+Prkcq
+Pfkfb3
+Il2ra
+Itga8
+C1ql3
+Rsu1
+Vim
+St8sia6
+Mrc1
+Malrd1
+Plxdc2
+Nebl
+A930004D18Rik
+Skida1
+Pip4k2a
+Armc3
+Msrb2
+Otud1
+Etl4
+Enkur
+Thnsl1
+Pdss1
+Mastl
+Hnmt
+Il1rn
+Psd4
+Ehmt1
+Zmynd19
+Dph7
+Pnpla7
+Entpd8
+Nrarp
+4933433C11Rik
+Slc34a3
+Rnf224
+Cysrt1
+Tprn
+AA543186
+Man1b1
+Dpp7
+Sapcd2
+Entpd2
+Npdc1
+Fut7
+Ptgds
+C8g
+Gm996
+Tmem141
+Bmyc
+Kcnt1
+Camsap1
+Nacc2
+1810012K08Rik
+Card9
+Gm13563
+Inpp5e
+Egfl7
+Fam69b
+Lcn4
+Slc2a6
+Gm13398
+Adamtsl2
+Vav2
+Wdr5
+Olfm1
+Gm13373
+Ppp1r26
+1700007K13Rik
+Ralgds
+1700026L06Rik
+Ak8
+Ddx31
+Cfap77
+Trub2
+Cercam
+Wdr34
+Pkn3
+Zdhhc12
+1700084E18Rik
+Gm28035
+Phyhd1
+Nup188
+Crat
+Ier5l
+Cstad
+Gm14486
+1700001O22Rik
+Asb6
+Ptges
+Tor1a
+Fnbp1
+Ncs1
+Hmcn2
+Exosc2
+Abl1
+Qrfp
+Lamc3
+Fam78a
+Plpp7
+Pomt1
+Lcn2
+Gm13412
+Fam102a
+St6galnac6
+Ak1
+Eng
+Sh2d3c
+Ttc16
+Ptrh1
+Stxbp1
+Fam129b
+Garnl3
+Ralgps1
+Gm13528
+Angptl2
+Zbtb34
+Mvb12b
+Gm13404
+Pbx3
+Hspa5
+Cutal
+Phf19
+Gsn
+Stom
+Dab2ip
+Ttll11
+Ptgs1
+Zbtb6
+Strbp
+Gpr21
+Nek6
+Nr6a1
+Wdr38
+Golga1
+Scai
+Kynu
+Zeb2
+Zeb2os
+Acvr2a
+Kif5c
+Lypd6b
+Lypd6
+Rnd3
+Nmi
+Neb
+Fmnl2
+Rprm
+Nr4a2
+Cytip
+Gm13546
+Acvr1
+Upp2
+Dapl1
+Wdsub1
+Gm13572
+Gm13620
+Cd302
+Ly75
+Pla2r1
+Dpp4
+Fap
+Ifih1
+Gca
+Kcnh7
+Fign
+Grb14
+Gm13594
+Csrnp3
+B3galt1
+Stk39
+Cers6
+Nostrin
+Bbs5
+Fastkd1
+Ccdc173
+Klhl23
+Mettl5os
+Ubr3
+Myo3b
+Sp5
+Erich2os
+Erich2
+Gorasp2
+Mettl8
+Cybrd1
+Itga6
+Pdk1
+Rapgef4
+Zak
+Scrn3
+Gpr155
+Chrna1os
+Chn1os3
+Hoxd11
+Hoxd10
+Gm14396
+Hoxd9
+Hoxd3
+Hoxd4
+Gm13652
+Nfe2l2
+Ttc30b
+Ttc30a1
+Pde11a
+Rbm45
+Prkra
+Fkbp7
+Ttn
+Zfp385b
+Itga4
+Cerkl
+Pde1a
+Prdx6b
+Frzb
+Dusp19
+Nup35
+Fam171b
+Tfpi
+Gm13710
+Ctnnd1
+Tmx2
+Gm19426
+Serping1
+Ube2l6
+Slc43a1
+Slc43a3
+Tnks1bp1
+Aplnr
+Ptprj
+4933423P22Rik
+Nup160
+Rapsn
+Slc39a13
+Spi1
+Nr1h3
+Acp2
+Ddb2
+A330069E16Rik
+Pacsin3
+1110051M20Rik
+Ambra1
+Creb3l1
+Gyltl1b
+1700029I15Rik
+Gm13814
+Chst1
+Trp53i11
+Tspan18
+Accs
+E530001K10Rik
+Gm10801
+Gm10800
+B230118H07Rik
+Prr5l
+Commd9
+Ldlrad3
+Fjx1
+Pamr1
+Slc1a2
+Cd44
+Apip
+Ehf
+Abtb2
+Lmo2
+Cd59a
+D430041D05Rik
+Tcp11l1
+Depdc7
+Prrg4
+Ccdc73
+Them7
+Rcn1
+Elp4
+Mpped2
+Mettl15
+Kif18a
+Bdnf
+Bbox1
+Aven
+Ryr3
+Fmn1
+Scg5
+Arhgap11a
+Dph6
+3110099E03Rik
+Meis2
+2700033N17Rik
+Spred1
+Rasgrp1
+Thbs1
+Fsip1
+Eif2ak4
+Bmf
+Bub1b
+Pak6
+Inafm2
+A430105I19Rik
+Gm14091
+Bahd1
+Chst14
+Rpusd2
+Casc5
+Rad51
+Dnajc17
+Ppp1r14d
+Spint1
+Rhov
+Chac1
+Oip5
+Nusap1
+Itpka
+Ltk
+Tyro3
+Ehd4
+Capn3
+Gm26899
+Snap23
+Lrrc57
+Stard9
+Ttbk2
+Lcmt2
+Map1a
+Ppip5k1
+Ckmt1
+Catsper2
+Ell3
+Wdr76
+Spg11
+Shf
+Slc28a2
+Gm14085
+AA467197
+Slc30a4
+Bloc1s6os
+Sqrdl
+Sema6d
+Dut
+Cep152
+Shc4
+Fgf7
+Dtwd1
+Atp8b4
+Gm26697
+Hdc
+Gabpb1
+Gm27003
+Ap4e1
+Ncaph
+Dusp2
+Kcnip3
+Prom2
+Zfp661
+Nphp1
+Bub1
+Acoxl
+Bcl2l11
+Mertk
+Tmem87b
+Fbln7
+Gm10762
+Zc3h6
+Ttl
+AI847159
+Gm14029
+Ckap2l
+Il1b
+Il1bos
+Sirpa
+Stk35
+Tgm3
+Pced1a
+Oxt
+Ubox5
+Fastkd5
+4930402H24Rik
+Gfra4
+Adam33
+Siglec1
+Spef1
+Cdc25b
+Ap5s1
+Rnf24
+Smox
+Slc23a2
+AV099323
+Gpcpd1
+Mcm8
+Bmp2
+Plcb4
+Slx4ip
+Jag1
+Btbd3
+Sptlc3
+Tasp1
+Flrt3
+Bfsp1
+Rrbp1
+Ovol2
+Dzank1
+Sec23b
+Dtd1
+Rin2
+Thbd
+Cd93
+Gzf1
+Napb
+Cst3
+Zfp937
+Gm21994
+3300002I08Rik
+Zfp442
+Cst7
+Abhd12
+Nanp
+Gm14167
+Sdcbp2
+Gm14154
+Fam110a
+Slc52a3
+Trib3
+Sox12
+Zcchc3
+Gm14161
+Defb19
+Rem1
+H13
+Mcts2
+Cox4i2
+Bcl2l1
+Tpx2
+Dusp15
+Ttll9
+Hck
+Tspyl3
+Dnmt3b
+Necab3
+1700003F12Rik
+4930519P11Rik
+Zfp341
+a
+Ahcy
+Gssos1
+Edem2
+Procr
+6430550D23Rik
+Spag4
+Cnbd2
+Epb41l1
+Myl9
+Tgif2
+4930518I15Rik
+Sla2
+Dsn1
+Soga1
+Tldc2
+Samhd1
+Rbl1
+Mroh8
+Gm14286
+Vstm2l
+Tti1
+Tgm2
+Lbp
+Adig
+Ppp1r16b
+Gm826
+Mafb
+Plcg1
+Gm16751
+Lpin3
+Mybl2
+Tox2
+Jph2
+Fitm2
+Hnf4aos
+Ttpal
+Serinc3
+0610039K10Rik
+Pkig
+Gm16316
+Ada
+Pabpc1l
+Kcns1
+Slpi
+Matn4
+Sdc4
+Gm14302
+Dbndd2
+Wfdc16
+Wfdc3
+Ube2c
+Snx21
+Zswim3
+Zswim1
+Neurl2
+Ctsa
+Pltp
+Zfp335
+Zfp335os
+Mmp9
+Slc12a5
+Ncoa5
+Cd40
+Cdh22
+Elmo2
+Zfp334
+Ocstamp
+Eya2
+Gm11464
+Sulf2
+Gm11466
+Gm11468
+5031425F14Rik
+Arfgef2
+Kcnb1
+Ptgis
+Spata2
+Ube2v1
+Gm14320
+Cebpb
+9230111E07Rik
+Ptpn1
+Fam65c
+Pard6b
+E130018N17Rik
+Adnp
+Nfatc2
+Tshz2
+Cyp24a1
+Aurka
+Cass4
+Fam209
+Bmp7
+Spo11
+Rbm38
+Ctcflos
+Pmepa1
+Pmepa1os
+Gm20721
+Ctsz
+Zfp831
+Edn3
+Gm14399
+Gm14443
+Gm14391
+Gm4631
+Gm4723
+Gm4724
+Gm6710
+Gm14434
+Gm14306
+Gm14305
+Gm14295
+Gm14296
+Gm14419
+Gm14410
+Gm14412
+Gm14418
+Gm14420
+Gm14403
+Gm14325
+Gm14327
+C330013J21Rik
+Gm14326
+Etohi1
+Gm26869
+Zfp931
+Phactr3
+Ppp1r3d
+Fam217b
+Cdh4
+Ss18l1
+Cables2
+Gata5
+Slco4a1
+Col9a3
+Slc17a9
+Col20a1
+Ppdpf
+Srms
+BC051628
+Helz2
+Gmeb2
+Rtel1
+Zbtb46
+Uckl1os
+Zfp512b
+Sox18
+Tcea2
+Nudt11
+Nudt10
+Shroom4
+Ppp1r3f
+Foxp3
+Syp
+Gm14703
+Praf2
+Tfe3
+Kcnd1
+Pim2
+Slc35a2
+Glod5
+Rbm3os
+Tbc1d25
+Porcn
+B630019K06Rik
+Lancl3
+Xk
+Cybb
+Sytl5
+Tspan7
+Gm10489
+Atp6ap2
+1810030O07Rik
+2010308F09Rik
+Cask
+Gpr34
+Maoa
+Maob
+Efhc2
+Gm26652
+Chst7
+Rp2
+Jade3
+Rgn
+Usp11
+Cfp
+Elk1
+Zfp300
+Klhl13
+Il13ra1
+Zcchc12
+Lonrf3
+Akap17b
+Slc25a43
+2310010G23Rik
+Nkrf
+Sept6
+Rnf113a1
+Zbtb33
+Lamp2
+Cul4b
+C1galt1c1
+Gria3
+Sh2d1a
+Dcaf12l1
+Smarca1
+Ocrl
+Apln
+Xpnpep2
+Utp14a
+Bcorl1
+Elf4
+Zfp280c
+Slc25a14
+Enox2
+Stk26
+Rap2c
+Mbnl3
+Gpc4
+Gpc3
+Ccdc160
+Fam122b
+Cxx1a
+Cxx1b
+Xlr
+3830403N18Rik
+Gm773
+Zfp449
+Smim10l2a
+Mtap7d3
+Adgrg4
+Gm14718
+Cd40lg
+Fgf13
+Atp11c
+Fmr1nb
+1110012L19Rik
+Hmgb3
+Zfp185
+Xlr4a
+Xlr3a
+Xlr3b
+Xlr4b
+F8a
+Xlr4c
+Zfp275
+Dusp9
+Pnck
+Abcd1
+Srpk3
+Ssr4
+Pdzd4
+L1cam
+Avpr2
+Tktl1
+Flna
+Dnase1l1
+Plxna3
+Ubl4a
+Slc10a3
+Fam3a
+G6pdx
+Mpp1
+F8
+Mtcp1
+Rab39b
+Gm15063
+Pls3
+Prrg1
+Tmem47
+Dmd
+Tab3
+Gm14762
+5430427O19Rik
+Pdk3
+Klhl15
+Gm14827
+Gspt2
+Zxdb
+RP23-9K14.6
+Spin4
+Arhgef9
+Amer1
+Zc4h2
+Zc3h12b
+F630028O10Rik
+Heph
+Ophn1
+Yipf6
+Efnb1
+Tmem28
+Eda
+Kif4
+Dlg3
+Med12
+Itgb1bp2
+Cxcr3
+Nhsl2
+Rgag4
+Ercc6l
+Phka1
+Chic1
+Tsx
+Tsix
+Jpx
+Ftx
+C77370
+Uprt
+Zdhhc15
+Magee1
+Atp7a
+Tlr13
+Taf9b
+Cysltr1
+P2ry10
+A630033H20Rik
+Gpr174
+Itm2a
+2610002M06Rik
+Sh3bgrl
+Gm6377
+Rps6ka6
+Zfp711
+Nap1l3
+Cldn34c1
+Diaph2
+Tspan6
+Sytl4
+Nox1
+Xkrx
+Tmem35
+Cenpi
+Timm8a1
+Btk
+Gla
+Armcx4
+Armcx1
+Armcx6
+Zmat1
+Tmsb15a
+Armcx5
+Gprasp1
+Gprasp2
+Arxes2
+Bex2
+Tceal8
+Bex1
+Wbp5
+Tceal3
+Tceal1
+Morf4l2
+Plp1
+Tmsb15l
+Tmsb15b2
+Tmsb15b1
+Zcchc18
+Mum1l1
+D330045A20Rik
+Tbc1d8b
+Morc4
+Prps1
+Vsig1
+Col4a5
+Nxt2
+Kcne1l
+Tmem164
+Ammecr1
+Chrdl1
+Capn6
+Zcchc16
+Amot
+Pfkfb1
+Wnk3
+A230072E10Rik
+Fam120c
+Ribc1
+Iqsec2
+Kantr
+Shroom2
+Mageh1
+Rragb
+Klf8
+Ubqln2
+Kctd12b
+2210013O21Rik
+Spin2c
+4930524N10Rik
+Sat1
+Prdx4
+Ptchd1
+Smpx
+Map3k15
+Adgrg2
+Gm15241
+Phka2
+Cdkl5
+Reps2
+Grpr
+Ap1s2
+Car5b
+Siah1b
+Ace2
+Bmx
+Pir
+Asb11
+Mospd2
+Fancb
+Gpm6b
+Tceanc
+Egfl6
+Gm15232
+Tlr7
+Frmpd4
+Arhgap6
+Gm15261
+Gm15247
+Zfhx4
+Pkia
+Zc2hc1a
+Il7
+Gm16685
+Stmn2
+Tpd52
+Zbtb10
+C030034L19Rik
+Gm9833
+Fabp4
+Zfand1
+Chmp4c
+Snx16
+Slc7a12
+Lrrcc1
+Car13
+Car3
+A930001A20Rik
+Gm9733
+Sirpb1a
+Sirpb1b
+Sirpb1c
+Gm5150
+Bhlhe22
+1700064H15Rik
+Cp
+Hps3
+Gyg
+Naaladl2
+Ect2
+Tnfsf10
+Fndc3b
+Pld1
+Tnik
+1700112D23Rik
+Eif5a2
+Gm33051
+Egfem1
+Actrt3
+Lrrc31
+4933429H19Rik
+Gpr160
+Skil
+Slc7a14
+Gnb4
+Gm43077
+Mccc1os
+Acad9
+D3Ertd254e
+Anxa5
+1810062G17Rik
+Ccna2
+Bbs7
+Il2
+Bbs12
+Spry1
+Gm5148
+Ankrd50
+Fat4
+Intu
+Slc25a31
+Plk4
+Mfsd8
+D3Ertd751e
+Slc7a11
+Mgst2
+Maml3
+Foxo1
+Gm30173
+Cog6
+Nhlrc3
+Frem2
+Spg20
+Ccdc169
+Gm43549
+Nbea
+Tm4sf1
+Pfn2
+4921539H07Rik
+Serp1
+Siah2
+Med12l
+Gpr171
+P2ry14
+P2ry13
+P2ry12
+Sucnr1
+P2ry1
+Rap2b
+Arhgef26
+Mme
+Gm34302
+Plch1
+E130311K13Rik
+Gm26850
+Kcnab1
+Ssr3
+Tiparp
+Veph1
+Mlf1
+Lxn
+Rarres1
+Schip1.1
+1110032F04Rik
+Ift80
+Trim59
+B3galnt1
+Serpini1
+Rapgef2
+6430573P05Rik
+4930589L23Rik
+4930579G24Rik
+Fam198b
+Pdgfc
+Ctso
+Gucy1b3
+Gucy1a3
+Map9
+Lrat
+Gm30097
+Fgg
+Fga
+Fgb
+Sfrp2
+Gm26771
+Tlr2
+Mnd1
+Gm6525
+Tmem154
+Fbxw7
+Fam160a1
+Glt28d2
+Dclk2
+Fcrl1
+Arhgef11
+Pear1
+Ntrk1
+Insrr
+Sh2d2a
+Isg20l2
+Nes
+Iqgap3
+1700113A16Rik
+Rhbg
+Tsacc
+Tmem79
+Bglap3
+Pmf1
+Sema4a
+Gm37584
+Mex3a
+Rab25
+Ssr2
+Gm43714
+Gm17146
+Msto1
+Fdps
+Pklr
+Hcn3
+Fam189b
+Thbs3
+Muc1
+Trim46
+Krtcap2
+Efna3
+Efna4
+Adam15
+Dcst1
+Gm15417
+Cks1b
+Shc1
+Adar
+Chrnb2
+4632404H12Rik
+She
+Il6ra
+Atp8b2
+Gm19710
+Rab13
+4930537H20Rik
+Slc27a3
+Ints3
+Npr1
+S100a3
+S100a4
+S100a6
+S100a7a
+S100a8
+S100a9
+Lor
+Gm43740
+Smcp
+Gm37245
+Tchh
+Tchhl1
+S100a11
+S100a10
+Them4
+C2cd4d
+Lingo4
+1700040D17Rik
+Tuft1
+Selenbp2
+Cgn
+Rfx5
+A730011C13Rik
+Gm15265
+Tmod4
+Lysmd1
+Tnfaip8l2
+Sema6c
+Gm16740
+Mllt11
+Gm128
+Prune
+Anxa9
+6330562C20Rik
+Ctsk
+Ctss
+Adamtsl4
+Ecm1
+Ciart
+BC028528
+Plekho1
+Vps45
+Mtmr11
+Gm17690
+Hist2h2ab
+Hist2h2be
+Hist2h3c2
+Gm20632
+Hist2h2aa2
+Gm20633
+Hist2h2aa1
+Hist2h3c1
+Hist2h4
+Gm20628
+Hist2h3b
+Hist2h2bb
+Hist2h2bb.1
+Fcgr1
+Gm15441
+Gm16253
+Lix1l
+Gm42957
+Itga10
+Ankrd35
+Pias3
+Nudt17
+Cd160
+4930442L01Rik
+Gja5
+Bcl9
+Chd1l
+Fmo5
+Prkab2
+Notch2
+Hmgcs2
+Phgdh
+Zfp697
+Gm4450
+Hsd3b3
+Hsd3b1
+Wdr3
+Fam46c
+Trim45
+Ttf2
+Cd101
+Ptgfrn
+Cd2
+Igsf3
+Mab21l3
+Tspan2
+Gm43062
+Dennd2c
+Olfml3
+Bcl2l15
+Ptpn22
+Phtf1os
+Magi3
+Fam19a3
+Ppm1j
+Mov10
+Cttnbp2nl
+Ddx20
+Fam212b
+Gm43848
+Gm5547
+Adora3
+I830077J02Rik
+Ovgp1
+Gm42722
+Chil3
+Dennd2d
+Dram2
+AI504432
+Kcna2
+Cym
+Prok1
+Slc6a17
+Csf1
+4933431E20Rik
+Gstm6
+Gstm2
+Ampd2
+Amigo1
+Sort1
+Psrc1
+Tmem167b
+Gpsm2
+Slc25a24
+Vav3
+C130013H08Rik
+Amy1
+Olfm3
+S1pr1
+Gm9889
+Extl2
+Vcam1
+Gm43202
+Lrrc39
+Sass6
+Plppr4
+Tmem56
+Alg14
+Slc44a3
+A730020M07Rik
+Arhgap29
+Abca4
+Bcar3
+Fnbp1l
+Gm43568
+Pde5a
+Usp53
+Synpo2
+Sec24d
+Mettl14
+Gm43591
+Prss12
+Ank2
+Zgrf1
+Alpk1
+Tifa
+Gm43653
+Gm42586
+5730508B09Rik
+Pitx2
+Enpep
+6330410L21Rik
+Cfi
+Casp6
+Ccdc109b
+Etnppl
+Gm42997
+Gm43352
+Lef1
+Cyp2u1
+Dkk2
+Npnt
+Gstcd
+Ints12
+Arhgef38
+Gm43254
+Tet2
+Gm42567
+Gm6135
+Cenpe
+4930539J05Rik
+Slc39a8
+Gm43603
+Bank1
+Ddit4l
+Gm43403
+H2afz
+Dnajb14
+Dapp1
+0610031O16Rik
+Adh1
+Tspan5
+Stpg2
+Bmpr1b
+Gbp5
+Gbp2b
+Gbp2
+Clca3a1
+Znhit6
+Cyr61
+Gm17501
+Syde2
+Mcoln3
+Mcoln2
+Lpar3
+Spata1
+Samd13
+Prkacb
+Ttll7
+Adgrl2
+Gm43573
+Adgrl4
+Ifi44
+Ptgfr
+Nexn
+Fam73a
+St6galnac3
+Tyw3
+Erich3
+Lrriq3
+Negr1
+Ptger3
+Lrrc40
+Depdc1a
+AI838599
+Lyn
+Gm26857
+Plag1
+Fam110b
+Tox
+Car8
+Asph
+2610301B20Rik
+Ndufaf6
+Gm11827
+Trp53inp1
+Ccne2
+Esrp1
+Rad54b
+Gem
+Pdp1
+Tmem67
+Rbm12b1
+Fam92a
+Triqk
+Runx1t1
+Slc26a7
+Nbn
+Ripk2
+Mmp16
+Atp6v0d2
+Ttpa
+Ggh
+Usp45
+Coq3
+Fbxl4
+Mms22l
+Klhl32
+Gm11899
+Manea
+Epha7
+Bach2
+Ankrd6
+Rragd
+Ube2j1
+Gabrr2
+Pm20d2
+Spaca1
+Rars2
+Ifnk
+3110043O21Rik
+Aptx
+Gm6297
+Spink4
+Aqp7
+Aqp3
+Nudt2
+AI464131
+Fam219a
+Enho
+Cntfr
+Il11ra1
+Sigmar1
+Ccl27a
+Gm20878
+Gm10600
+Phf24
+Dnajb5
+Fancg
+Pigo
+Gm26881
+Unc13b
+Atp8b5
+Rusc2
+Tesk1
+Cd72
+Sit1
+Arhgef39
+Gm12454
+Car9
+Tpm2
+Npr2
+Spag8
+Fam221b
+Tmem8b
+Hrct1
+Reck
+Glipr2
+Rnf38
+Melk
+Pax5
+Gm12678
+Zbtb5
+1700055D18Rik
+Fbxo10
+Trmt10b
+Shb
+Aldh1b1
+Stra6l
+Ccdc180
+Tdrd7
+Tmod1
+Tbc1d2
+Anks6
+Galnt12
+Col15a1
+Tgfbr1
+Alg2
+Sec61b
+Nr4a3
+Msantd3
+Tmeff1
+Plppr1
+Baat
+Zfp189
+Tmem246
+Grin3a
+Vma21-ps
+Abca1
+AI427809
+Slc44a1
+Fsd1l
+Tal2
+Tmem38b
+Zfp462
+Klf4
+Ikbkap
+Fam206a
+Ctnnal1
+Epb41l4b
+Akap2
+D630039A03Rik
+Svep1
+Lpar1
+AI314180
+Ptgr1
+Gng10
+Ugcg
+Susd1
+E130308A19Rik
+Slc46a2
+Slc31a2
+Prpf4
+Wdr31
+Bspry
+Hdhd3
+Alad
+Rgs3
+Zfp618
+Ambp
+6330416G13Rik
+Gm11214
+Tnfsf15
+Tnfsf8
+Pappa
+Tlr4
+Megf9
+Tle1
+Aldoart1
+Rasef
+Kdm4c
+A230083N12Rik
+Ptprd
+Mpdz
+Gm5860
+Ttc39b
+Psip1
+Ccdc171
+Bnc2
+Cntln
+Sh3gl2
+Haus6
+Plin2
+Acer2
+Mllt3
+Focad
+Hacd4
+Gm26566
+Gm26525
+Gm26867
+Cdkn2a
+Cdkn2b
+Dmrta1
+Tusc1
+Gm10306
+Ift74
+Tek
+Jun
+Junos
+Hook1
+Cyp2j7
+Cyp2j9
+0610025J13Rik
+Dock7
+Angptl3
+Atg4c
+Gm12689
+Alg6
+Itgb3bp
+Efcab7
+Pgm2
+Ror1
+Ube2u
+Cachd1
+Raver2
+Jak1
+0610043K17Rik
+Dnajc6
+Leprot
+Lepr
+Pde4b
+Wdr78
+Slc35d1
+Oma1
+Dab1
+C8a
+1700024P16Rik
+Plpp3
+Gm12728
+Pcsk9
+Tmem61
+Gm12744
+Ttc22
+Pars2
+Mroh7
+Gm12802
+Dio1
+Lrp8
+Podn
+Gpx7
+Orc1
+Cc2d1b
+Gm17354
+Zfyve9
+3110021N24Rik
+A730015C16Rik
+Rab3b
+Ttc39a
+Dmrta2
+Elavl4
+Bend5
+Skint3
+Foxd2
+Stil
+Tal1
+Cyp4x1
+Cyp4a12a
+Cyp4a12b
+Tex38
+Mknk1
+Faah
+Rad54l
+Lurap1
+Tspan1
+Pik3r3
+Ipp
+Tmem69
+Ccdc17
+Mmachc
+Toe1
+Mutyh
+Hpdl
+Gm12996
+Zswim5
+Kif2c
+Tmem53
+Gm12843
+Gm12840
+Slc6a9
+B4galt2
+9530034E10Rik
+Cdc20
+Tmem125
+Zfp691
+P3h1
+Gm12927
+Cldn19
+Ccdc30
+Zmynd12
+Rimkla
+AA415398
+Guca2a
+Scmh1
+Ctps
+Cited4
+Rims3
+Exo5
+Zfp69
+Ppt1
+Mfsd2a
+Mycl
+Trit1
+Hpcal4
+Heyl
+Bmp8a
+Gm12925
+Gm26606
+Fhl3
+Cdca8
+Rspo1
+Snip1
+Csf3r
+Oscp1
+Sh3d21
+Map7d1
+Ago3
+Ago4
+Clspn
+5730409E04Rik
+Zmym6
+Gm12942
+Gja4
+Zscan20
+Tlr12
+Zfp362
+Trim62
+Azin2
+1700086P04Rik
+Rnf19b
+Fndc5
+C77080
+Gm12976
+Bsdc1
+Fam229a
+Marcksl1
+Lck
+Fam167b
+Dcdc2b
+Iqcc
+Ccdc28b
+Txlna
+Col16a1
+Tinagl1
+Gm853
+Serinc2
+Nkain1
+Sdc3
+Gm12962
+Ptpru
+Gm10300
+Gm28874
+Rab42
+Rcc1
+Med18
+Sesn2
+Gm12981
+Ptafr
+Xkr8
+Smpdl3b
+Rpa2
+Themis2
+Fgr
+Gm26615
+Cd164l2
+Map3k6
+Sytl1
+Slc9a1
+Fam46b
+Kdf1
+Nr0b2
+Gpn2
+Sfn
+Zdhhc18
+Aim1l
+Ubxn11
+Cnksr1
+Grrp1
+Trim63
+Slc30a2
+Extl1
+Pafah2
+1700021N21Rik
+Stmn1
+Aunip
+Sepn1
+Man1c1
+Ldlrap1
+Clic4
+Ncmap
+Rcan3
+Nipal3
+Stpg1
+Ifnlr1
+Myom3
+Cnr2
+Gale
+Gm24362
+E2f2
+Asap3
+Zfp46
+Luzp1
+Kdm1a
+Ephb2
+C1qb
+C1qc
+C1qa
+Zbtb40
+Wnt4
+2810405F17Rik
+Rap1gapos
+Ece1
+Gm13012
+Sh2d5
+Kif17
+Ubxn10
+Pla2g2c
+Pla2g5
+Otud3
+Nbl1
+Gm16287
+Pqlc2
+2700016F22Rik
+Klhdc7a
+Arhgef10l
+Padi4
+Padi1
+Padi2
+Gm13031
+Atp13a2
+Arhgef19
+Epha2
+Fam131c
+Clcnka
+Hspb7
+Fblim1
+Plekhm2
+Agmat
+Dnajc16
+Efhd2
+Fhad1
+4930455G09Rik
+Tmem51
+Tmem51os1
+Pdpn
+Pramef12
+Dhrs3
+Tnfrsf1b
+Gm13225
+Gm13212
+Gm13166
+Gm13251
+Gm26880
+Gm13248
+Gm13139
+Gm26624
+Gm16503
+Gm13154
+Zfp534
+Gm13157
+Gm20707
+Fv1
+Plod1
+Mthfr
+Fbxo44
+Fbxo2
+Ubiad1
+Srm
+Masp2
+Casz1
+Gm13205
+Dffa
+Cort
+Apitd1
+Pgd
+Nmnat1
+Lzic
+Slc25a33
+Spsb1
+Gpr157
+Gm13091
+Tnfrsf9
+Phf13
+Nol9
+Plekhg5
+Tnfrsf25
+Hes2
+Acot7
+Icmt
+Kcnab2
+Dffb
+Cep104
+Prdm16
+Gm13111
+Fam213b
+Tnfrsf14
+Pank4
+Plch2
+Morn1
+Gm27200
+Gabrd
+Cfap74
+Nadk
+Slc35e2
+Mmp23
+Mib2
+B930041F14Rik
+1500002C15Rik
+Tmem240
+Tmem88b
+Ankrd65
+Mxra8
+Acap3
+B3galt6
+Tnfrsf4
+Gm16008
+Tnfrsf18
+Ttll10
+9430015G10Rik
+Isg15
+Perm1
+Plekhn1
+Klhl17
+Samd11
+Cdk6
+1700109H08Rik
+2510017J16Rik
+Gm43825
+4833413G10Rik
+Lrrd1
+Mterf1a
+Mterf1b
+Fzd1
+Cdk14
+Cldn12
+Gtpbp10
+Steap1
+Gm26825
+Steap4
+Adam22
+Dbf4
+Slc25a40
+Rundc3b
+Abcb1a
+Abcb1b
+Abcb4
+Gm8953
+Pclo
+Speer4e
+Cacna2d1
+Hgf
+Cd36
+4921504A21Rik
+Phtf2
+Ptpn12
+Gsap
+Ccdc146
+Fam185a
+Fbxl13
+Lrrc17
+Reln
+6030443J06Rik
+Lhfpl3
+Nupl2
+Kcnh2
+Nos3
+Atg9b
+Chpf2
+Smarcd3
+Wdr86
+Prkag2
+1500035N22Rik
+4831440E17Rik
+Xrcc2
+9530036O11Rik
+Rnf32
+4632411P08Rik
+Gm5129
+Slc35f6
+Cenpa
+Mapre3
+Tmem214
+Agbl5
+Emilin1
+Cad
+Gm29609
+Gm9970
+Ift172
+Fndc4
+Zfp512
+AI839979
+Mrpl33
+Rbks
+Fosl2
+Gm15614
+Yes1
+Pisd
+Depdc5
+Fam53a
+Tacc3
+Fgfr3
+Gm1673
+Nat8l
+Haus3
+Zfyve28
+Tnip2
+Sh3bp2
+Grk4
+Msantd1
+Rgs12
+Hgfac
+Trmt44
+4931431C16Rik
+Acox3
+Htra3
+Sh3tc1
+Ablim2
+Afap1
+Sorcs2
+2210406O10Rik
+Man2b2
+Ppp2r2c
+Wfs1
+Jakmip1
+Crmp1
+Evc2
+Stk32b
+Nsg1
+Zbtb49
+Slc2a9
+Wdr1
+Zfp518b
+Clnk
+Hs3st1
+Gm16223
+Gm7854
+Cpeb2
+Cc2d2a
+Bst1
+Cd38
+Fgfbp1
+Gm42984
+Ldb2
+D5Ertd615e
+Gm42413
+Fam184b
+Ncapg
+Slit2
+Adgra3
+Ppargc1a
+Ccdc149
+Pi4k2b
+Slc34a2
+Sel1l3
+Smim20.1
+Rbpj
+Cckar
+Tbc1d19
+Pcdh7
+Arap2
+0610040J01Rik
+Rell1
+Pgm1
+Tlr1
+Tlr6
+Fam114a1
+Tmem156
+Klhl5
+Wdr19
+Gm26725
+Nsun7
+Apbb2
+Uchl1
+Gm42670
+Bend4
+Gabra2
+Nfxl1
+Cnga1
+Nipal1
+Txk
+Ociad2
+Cwh43
+Sgcb
+Dancr.1
+Kit
+Kdr
+Gm7467
+C530008M17Rik
+Ppat
+2310040G07Rik
+Arl9
+Hopx
+Hopxos
+Adgrl3
+Cenpc1
+Stap1
+Ugt2b34
+Ugt2b5
+Sult1b1
+Jchain
+Dck
+Gc
+Cox18
+Gm9958
+Alb
+Afp
+Afm
+5830473C10Rik
+Rassf6
+Pf4
+Cxcl1
+Cxcl2
+Areg
+Btc
+Parm1
+Cdkl2
+Gm26582
+Uso1
+Ppef2
+Naaa
+Cxcl9
+Cxcl10
+Fam47e
+Stbd1
+Ccdc158
+Sowahb
+Sept11
+2010109A12Rik
+Gm33050
+Anxa3
+Gm33370
+Gm9484
+Paqr3
+Rasgef1b
+A930011G23Rik
+Gm17092
+4930524J08Rik
+Enoph1
+Tmem150c
+Lin54
+Plac8
+Hpse
+Fam175a
+4930458D05Rik
+Gm43270
+Cds1
+Wdfy3
+Mapk10
+5430427N15Rik
+Aff1
+Hsd17b13
+Hsd17b11
+Sparcl1
+Zfp951
+Abcg3
+Gbp8
+Gbp9
+Gbp4
+Gbp6.1
+Lrrc8c
+Gm28050
+Cdc7
+Brdt
+Ephx4
+Btbd8
+A830010M20Rik
+Gm42669
+1700028K03Rik
+Gfi1
+Ccdc18
+Gm43082
+Gm10419
+Mfsd7a
+Dgkq
+Idua
+Fgfrl1
+5430403G16Rik
+A430073D23Rik
+Gm26808
+1010001B22Rik
+Plcxd1
+Zfp605
+Gm43136
+Golga3
+Gm43137
+A630023P12Rik
+Galnt9
+Gm42595
+Gm15559
+Gm26515
+Ulk1
+Miat
+Cryba4
+Crybb1
+Adrbk2
+Crybb3
+Sgsm1
+Wscd2
+Cmklr1
+Ficd
+Sart3
+Tmem119
+Selplg
+Alkbh2
+Ung
+Acacb
+Mmab
+Mvk
+Fam222a
+Trpv4
+Gltp
+Tchp
+4930515G01Rik
+2610524H06Rik
+Oasl2
+Gm13822
+Oasl1
+Hnf1a
+Hnf1aos2
+Gm13830
+Gatc
+Gm42903
+Msi1
+Sirt4
+1110006O24Rik
+Ccdc64
+Gm14508
+C330018A13Rik
+Hspb8
+9530046B11Rik
+BC051077
+Gm10399
+Vsig10
+Rfc5
+Gm15728
+Ksr2
+Nos1
+Tesc
+2410131K14Rik
+Tbx3os1
+Tbx3
+Rbm19
+Sdsl
+Gm15690
+Slc8b1
+Iqcd
+Rita1
+Rasal1
+Dtx1
+Oas2
+Oas3
+Oas1c
+Oas1g
+Oas1a
+Rph3a
+Gm15800
+Trafd1
+Erp29
+Tmem116
+Aldh2
+Gm16552
+Sh2b3
+Fam109a
+Cux2
+Ccdc63
+Hvcn1
+Tctn1
+Rad9b
+Fam216a
+Ift81
+P2rx7
+P2rx4
+Camkk2
+A930024E05Rik
+Orai1
+Tmem120b
+Rhof
+Gm38102
+4932422M17Rik
+Wdr66
+Gm15747
+Vps33a
+Kntc1
+Hcar2
+Ccdc62
+Hip1r
+Vps37b
+Gm34086
+Abcb9
+Gm16001
+Pitpnm2
+Cdk2ap1
+Snrnp35
+Rilpl1
+Ccdc92
+Fam101a
+Ncor2
+Scarb1
+Gm10382
+Bri3bp
+Slc15a4
+Glt1d1
+Mmp17
+Zfp11
+Sumf2
+Phkg1
+Zbed5
+Nupr1l
+Vkorc1l1
+Gusb
+Tpst1
+Kctd7
+Tmem248
+Gm42469
+Auts2
+Gm15627
+Wbscr16
+Gtf2ird2
+Ncf1
+Gtf2ird1
+Lat2
+Limk1
+Gm10369
+Wbscr27
+Cldn4
+Cldn3
+Abhd11os
+Stx1a
+Vps37d
+Nsun5
+Styxl1
+Hspb1
+Ssc4d
+Dtx2
+Rasa4
+Alkbh4
+Orai2
+Sh2b2
+Ift22
+4933404O12Rik
+Cldn15
+Plod3
+Serpine1
+Gm42562
+Ache
+Ufsp1
+Slc12a9
+Ephb4
+Zan
+9130604C24Rik
+Tfr2
+Fbxo24
+Gm36266
+Gm20605
+Sap25
+Gm15498
+Nyap1
+Zcwpw1
+Pilra
+Pilrb1
+Pilrb2
+Cyp3a13
+Azgp1
+Zscan21
+Ap4m1
+Mblac1
+BC037034
+6330418K02Rik
+Gm10874
+Zfp157
+A430033K04Rik
+Pdgfa
+6330403L08Rik
+Prkar1b
+Dnaaf5
+Adap1
+3110082I17Rik
+C130050O18Rik
+Gper1
+Zfand2a
+Micall2
+Tmem184a
+Mad1l1
+Ftsj2
+Snx8
+Lfng
+Amz1
+Gna12
+Card11
+Sdk1
+Ap5z1
+Papolb
+Mmd2
+Fscn1
+Rbakdn
+Rbak
+Zfp316
+BC030343
+0610040B10Rik
+Kdelr2
+Daglb
+Cyth3
+D130017N08Rik
+Ankrd61
+Rsph10b
+Lmtk2
+Bhlha15
+Tecpr1
+2900089D17Rik
+Baiap2l1
+Smurf1
+Arpc1b
+Ptcd1
+Zfp655
+Zscan25
+1700001J03Rik
+B230303O12Rik
+Gm43625
+Wasf3
+Usp12
+Rasl11a
+Mtif3
+Lnx2
+Flt3
+D5Ertd605e
+Flt1
+Slc46a3
+Mtus2
+Slc7a1
+Gm15410
+Gm15406
+Gm15409
+Gm15408
+5730422E09Rik
+Gm42788
+2310047D07Rik
+Alox5ap
+Wdr95
+B3glct
+Fry
+Brca2
+Gm43598
+Gm43597
+Stard13
+D730045B01Rik
+Hepacam2
+Calcr
+Bet1
+Col1a2
+Casd1
+Sgce
+Ppp1r9a
+Pon3
+Asb4
+Pdk4
+Asns
+Glcci1
+Ica1
+Thsd7a
+Gpr85
+1110019D14Rik
+Gm4876
+Cav2
+Cav1
+Capza2
+St7
+Cttnbp2
+Gm15594
+Gm26809
+Gm20186
+Tspan12
+Cped1
+Gpr37
+Pot1a
+Snd1
+Lrrc4
+Impdh1
+Hilpda
+Ccdc136
+Kcp
+Irf5
+Tspan33
+Strip2
+Smkr-ps
+Ube2h
+Zc3hc1
+Cep41
+Mest
+Gm27019
+Lncpint
+Podxl
+Plxna4
+Plxna4os1
+Gm13855
+Akr1b8
+Akr1b7
+Bpgm
+Cald1
+2010107G12Rik
+Nup205
+Slc13a4
+Creb3l2
+Zc3hav1l
+Ttc26
+Klrg2
+Tbxas1
+Parp12
+4930599N23Rik
+Kdm7a
+Rab19
+Gm10244
+Dennd2a
+Adck2
+Gm16272
+E330009J07Rik
+Clec5a
+Ephb6
+Trpv5
+1700034O15Rik
+Tmem139
+Zyx
+Epha1
+Tcaf2
+Tcaf1
+Cntnap2
+Pdia4
+Zfp956
+Zfp777
+Krba1
+Zfp467
+Gimap8
+Gimap9
+Gimap4
+Gimap6
+Gimap7
+Gimap1
+Gimap5
+4833403J16Rik
+Gimap3
+Tmem176b
+Tmem176a
+Gm7932
+Igf2bp3
+Ccdc126
+Fam221a
+Npy
+Osbpl3
+5430402O13Rik
+0610033M10Rik
+Snx10
+Skap2
+Halr1
+Hoxa2
+Hoxa3
+Gm15050
+Hoxaas3
+Hoxa4
+Hoxa11
+Jazf1
+Creb5
+Chn2
+Prr15
+Wipf3
+Fkbp14
+Nod1
+Fam188b
+Pde1c
+Vmn1r4
+4930533I22Rik
+Herc6
+Lancl2
+Vopp1
+Herc3
+Fam13a
+RP24-492L15.6
+Gprin3
+Snca
+Ccser1
+Hpgds
+Tnip3
+Prdm5
+Mad2l1
+Gadd45a
+Il12rb2
+Il23r
+Tacstd2
+Gm43291
+Fabp1
+Cd8b1
+Gm44175
+Cd8a
+St3gal5
+RP23-60P18.10
+0610030E20Rik
+Capg
+Tcf7l1
+Gm15401
+Tmsb10
+Gm9008
+Ctnna2
+Gcfc2
+Gm20383
+Gm44202
+Eva1a
+Hk2
+RP23-81F19.2
+Sema4f
+M1ap
+Dok1
+Loxl3
+Htra2
+Dqx1
+Pcgf1
+Lbx2
+Ccdc142
+Ccdc142os
+Mrpl53
+Wdr54
+1700003E16Rik
+Mthfd2
+Atp6v1b1
+1700124L16Rik
+Nagk
+Dysf
+Cyp26b1
+Sfxn5
+Rab11fip5
+Alms1
+Cml3
+Cml2
+1700019G17Rik
+Gm19265
+Tgfa
+Fam136a
+A430078I02Rik
+2310040G24Rik
+Gm43936
+Asprv1
+Anxa4
+Gfpt1
+Antxr1
+Prokr1
+Aplf
+Gm44210
+Rab43
+H1fx
+Rpn1
+Gata2
+Sec61a1
+Gm44170
+Kbtbd12
+Gm26588
+Podxl2
+Mcm2
+Plxna1
+Txnrd3
+Gm44117
+Gm44421
+Slc41a3
+Hdac11
+Fbln2
+Tmem43
+Slc6a6
+Grip2
+4930590J08Rik
+Fgd5
+Prickle2
+Adamts9
+A730049H05Rik
+9530026P05Rik
+Magi1
+Slc25a26
+Lrig1
+Eogt
+Frmd4b
+Mitf
+Shq1
+Gxylt2
+Pdzrn3
+Chl1
+Lrrn1
+Setmar
+0610040F04Rik
+Bhlhe40
+Edem1
+Lmcd1
+Rad18
+Gm26799
+Srgap3
+Lhfpl4
+Cpne9
+Gm15492
+Camk1
+Ttll3
+Il17re
+Il17rc
+Creld1
+Fancd2
+Fancd2os
+1700015O11Rik
+Gm26982
+Ghrl
+Gm44053
+Atp2b2
+Tamm41
+Syn2
+Pparg
+Tsen2
+Mkrn2os
+Cand2
+Efcab12
+Mbd4
+Plxnd1
+Tmcc1
+Zfand4
+Alox5
+Olfr212
+Gm5580
+Zfp422
+Rassf4
+8430408G22Rik
+Cxcl12
+Gm30304
+Fxyd4
+Csgalnact2
+Ret
+Zfp248
+Zfp9
+Cacna1c
+Dcp1b
+Cacna2d4
+Lrtm2
+Wnt5b
+B4galnt3
+Il17ra
+Cecr5
+Cecr2
+Bcl2l13
+Mical3
+Gm43915
+Tuba8
+Gm15856
+Usp18
+Gm44148
+Slc6a13
+Slc6a12
+Klrg1
+Rimklb
+Apobec1
+Slc2a3
+Gm26826
+C3ar1
+Clec4a1
+Clec4a3
+Clec4b1
+Clec4a2
+Clec4n
+Clec4d
+Clec4e
+C1rl
+C1ra
+Ptpn6
+Atn1.1
+Lrrc23
+Cdca3
+P3h3
+Gpr162
+Cd4
+Pianp
+Acrbp
+Nop2
+Vamp1
+Cd27
+Ltbr
+Tnfrsf1a
+Plekhg6
+Cd9
+Gm28809
+Vwf
+Rad51ap1
+Tigar
+Ccnd2
+Tulp3
+Foxm1
+Nrip2
+Gm10069
+Pzp
+Klrb1a
+Klrb1c
+Klrb1b
+Gm44066
+BC035044
+Clec2g
+Gm15987
+Klrb1f
+2310001H17Rik
+Cd69
+Clec12a
+Clec1b
+Clec9a
+Clec1a
+Klre1
+Klrd1
+Klrk1
+Klrc2
+Klrc1
+Klri2
+Klra17
+Klra5
+Klra4
+Klra8
+Klra9
+Klra7
+Klra3
+Klra1
+Klra2
+Magohb
+Styk1
+Ybx3
+Etv6
+Gm17089
+Bcl2l14
+Gm43949
+Dusp16
+2810454H06Rik
+Lockd
+Ddx47
+Gprc5a
+Hebp1
+Fam234b
+Gsg1
+Emp1
+Gm8994
+Plbd1
+BC049715
+Smco3
+Art4
+Mgp
+Pde6h
+Ptpro
+Eps8
+Mgst1
+Pik3c2g
+Pde3a
+Gm44244
+Slco1a1
+Gm6614
+Gm20400
+Gys2
+Kcnj8
+Abcc9
+Gm31108
+Sox5
+Bcat1
+Casc1
+Kras
+Gm15706
+2010013B24Rik
+Rassf8
+Bhlhe41
+Sspn
+Stk38l
+Arntl2
+Rep15
+Mansc4
+Klhl42
+Tmtc1
+Caprin2
+Dennd5b
+Mettl20
+Gm21814
+Myadm
+Tarm1
+Tmc4
+Pirb
+Pira2
+Gm14548
+Lilra6
+Lair1
+Ttyh1
+Leng9
+Lilra5
+Ncr1
+Rdh13
+Eps8l1
+Tnnt1
+Tnni3
+Dnaaf3
+Tmem86b
+Hspbp1
+Brsk1
+Tmem150b
+Suv420h2
+Cox6b2
+Il11
+Shisa7
+Zfp628
+Nat14
+Fiz1
+Ccdc106
+Zfp784
+Gm15510
+Zfp580
+Rasl2-9
+RP24-445D7.2
+Zfp583
+RP23-143D11.1
+Zfp78
+Zfp28
+Zim1
+Peg3
+Zfp954
+Zfp773
+Zfp418
+Zfp772
+Zik1
+Zfp551
+Zscan18
+Zfp128
+Zscan22
+Zfp324
+Zfp446
+Mzf1
+6330408A02Rik
+Lig1
+Pla2g4c
+Ehd2
+Gltscr1
+Kptn
+Meis3
+C5ar2
+C5ar1
+Bbc3
+Prkd2
+9330104G04Rik
+Dact3
+Ptgir
+Pnmal2
+Pglyrp1
+Ccdc61
+Nova2
+Mypop
+Mypopos
+Dmwd
+Dmpk
+Six5
+Qpctl
+Gpr4
+1700058P15Rik
+Rtn2
+Cd3eap
+Ppp1r13l
+Gm26852
+Klc3
+A930016O22Rik
+Bloc1s3
+Zfp296
+Gm26890
+Apoc4
+Apoc1
+Apoe
+Gm20512
+Bcam
+Bcl3
+Gm16174
+Pvr
+Igsf23
+Zfp112
+Zfp114
+Zfp111
+Zfp108
+Zfp93
+Zfp94
+Kcnn4
+Irgc1
+Plaur
+Cadm4
+Zfp428
+Irgq
+Zfp575
+Phldb3
+Cd177
+Gm9844
+Cd79a
+Atp1a3
+Grik5
+Pou2f2
+D930028M14Rik
+Dedd2
+Zfp526
+9130221H12Rik
+Pafah1b3
+Megf8
+4732471J01Rik
+Lipe
+Ceacam1
+Ceacam2
+B3gnt8
+Tmem91
+Tgfb1
+Axl
+Cyp2s1
+Gm26707
+RP23-267I20.3
+Cyp2a4
+Cyp2f2
+Rab4b
+Mia
+BC024978
+Itpkc
+Adck4
+Numbl
+Sptbn4
+Blvrb
+Prx
+Gm15541
+2310022A10Rik
+Map3k10
+C030039L03Rik
+Zfp60
+Zfp59
+Zfp607
+1700049G17Rik
+Zfp850
+Fcgbp
+Eid2
+Eid2b
+Plekhg2
+Zfp36
+Lrfn1
+Nccrp1
+Pak4
+Fbxo27
+Fbxo17
+Sars2
+Rinl
+RP23-36D15.6
+Lgals4
+Lgals7
+Capn12
+Map4k1
+Ryr1
+Rasgrp4
+1110035H17Rik
+Spred3
+Catsperg1
+Kcnk6
+2200002D01Rik
+Spint2
+Ppp1r14a
+Dpf1
+Zfp30
+Zfp790
+Zfp940
+Zfp27
+Zfp383
+Zfp74
+Zfp568
+Zfp14
+Zfp566
+Zfp382
+Gm26810
+Ovol3
+Wdr62
+Thap8
+Syne4
+E130208F15Rik
+Lrfn3
+Tyrobp
+Hcst
+Nfkbid
+Aplp1
+Nphs1
+Arhgap33os
+Hspb6
+U2af1l4
+U2af1l4.1
+Zbtb32
+Upk1a
+Gm26610
+2200002J24Rik
+Atp4a
+Tmem147os
+Gm26935
+Sbsn
+Ffar2
+Cd22
+Mag
+Gm4673
+Lsr
+Fxyd5
+Fxyd1
+Gramd1a
+G630030J09Rik
+Wtip
+Pdcd2l
+Gm26762
+Gm12758
+Gm12764
+Kctd15
+Gm12781
+Cebpa
+Lrp3
+Rhpn2
+Cep89
+B230322F03Rik
+Dpy19l3
+Zfp507
+Tshz3
+Zfp536
+Ccne1
+Plekhf1
+Zfp619
+Gm26526
+AI987944
+Gm20449
+AW146154
+Zfp788
+Zfp141
+9830147E19Rik
+Gm5595
+Siglecg
+Nkg7
+Vsig10l
+Cd33
+Zfp658
+Zfp719
+Siglece
+Klk8
+Klk1b8
+Klk1b9
+Klk1b11
+Klk1b27
+Klk1b21
+Klk1b16
+Klk1b3
+Klk1b5
+Clec11a
+Shank1
+1700008O03Rik
+Syt3
+Aspdh
+RP23-455C13.7
+Fam71e1
+Spib
+Pold1
+Napsa
+Gm15396
+Myh14
+2310016G11Rik
+Zfp473
+Atf5
+Il4i1
+Ptov1
+Cpt1c
+Gm15545
+Scaf1
+Rras
+Nosip
+Rcn3
+Fcgrt
+Flt3l
+Dkkl1
+Tead2
+Cd37
+Trpm4
+Gys1
+Dhdh
+Nucb1
+Plekha4
+Hsd17b14
+Izumo1
+Rasip1
+Car11
+Sult2b1
+Lmtk3
+Grwd1
+Emp3
+Ccdc114
+Abcc6
+Nomo1
+Uevld
+Tmem86a
+Mrgpra2b
+Zdhhc13
+E2f8
+Nav2
+Fancf
+Siglech
+Cyfip1
+Nipa1
+Gabrb3
+Atp10a
+Gm38393
+Snrpn
+Ndn
+Mtmr10
+Fan1
+Tjp1
+Tarsl2
+Pcsk6
+RP24-172H24.1
+Chsy1
+Lrrk1
+RP23-49I18.5
+Aldh1a3
+Asb7
+Lins1
+Lysmd4
+Ttc23
+Pgpep1l
+Gm16157
+Fam169b
+Arrdc4
+RP23-449M8.5
+RP24-362L9.2
+RP24-339E15.5
+Mctp2
+Rgma
+RP23-32A8.5
+RP23-235M8.7
+RP23-53N23.3
+AU020206
+Ntrk3
+Det1
+RP23-53O7.2
+Aen
+Isg20
+Mfge8
+Fanci
+Ticrr
+Kif7
+RP24-173K12.5
+Mesp2
+Anpep
+Arpin
+Zfp710
+RP24-174G2.4
+RP24-259P13.2
+Sema4b
+Gdpgp1
+Ttll13
+Vps33b
+Rccd1
+Prc1
+Hddc3
+Fes
+Furin
+Blm
+Zscan2
+Wdr73
+Nmb
+Slc28a1
+Cpeb1
+Homer2
+Tm6sf1
+Hdgfrp3
+Saxo2
+RP23-272F2.2
+Mex3b
+Tmc3
+Gm16638
+Arnt2
+Gm2115
+Ctsc
+Gm26522
+RP24-330M21.1
+Rab38
+Prss23
+Picalm
+Sytl2
+Dlg2
+Ccdc90b
+Gm26944
+Gm26981
+Rab30
+Ddias
+Prcp
+Tenm4
+Gab2
+Usp35
+Kctd21
+Alg8
+Kctd14
+Rsf1os2
+Pak1
+Myo7a
+Capn5
+Acer3
+Tsku
+Lrrc32
+Mogat2
+Map6
+Gdpd5
+Arrb1
+Tpbgl
+Slco2b1
+Neu3
+Spcs2
+RP23-428N8.3
+Rnf169
+Chrdl2
+Lipt2
+Kcne3
+Pgm2l1
+Gm10603
+Dnajb13
+Plekhb1
+RP23-299D2.2
+Relt
+P2ry6
+P2ry2
+Fchsd2
+Atg16l2
+Arap1
+Pde2a
+Folr2
+Lrrc51
+Il18bp
+Rnf121
+Xndc1
+Xntrpc
+Nup98
+Pgap2
+Rhog
+Stim1
+Rrm1
+Trim21
+Trim68
+Hbb-bt
+Gm15133
+Trim30b
+Trim30c
+Trim30a
+Trim30d
+Fam160a2
+Prkcdbp
+Apbb1
+Trim3
+Dnhd1
+Gvin1
+Syt9
+Olfml1
+Ppfibp2
+Nlrp10
+Ric3
+Lmo1
+Ascl3
+Dennd5a
+Tmem41b
+1600010M07Rik
+AA474408
+Wee1
+Swap70
+Sbf2
+Adm
+Ampd3
+Rnf141
+Mrvi1
+Galnt18
+Dkk3
+Mical2
+Rassf10
+Spon1
+Rras2
+4933406I18Rik
+Pde3b
+Cyp2r1
+Calca
+Insc
+Sox6os
+Gm4353
+Plekha7
+RP23-335G1.1
+Nucb2
+RP24-143K11.2
+Xylt1
+Syt17
+Itpripl2
+Ccp110
+Iqck
+Gprc5b
+Gp2
+RP24-350A15.6
+Pdilt
+2610020H08Rik
+Lyrm1
+Tmem159
+Anks4b
+Crym
+Abca14
+9030407P20Rik
+BC030336
+Eef2k
+4933427G17Rik
+Igsf6
+Usp31
+Scnn1g
+Gga2
+Palb2
+Gm15489
+Plk1
+Kdm8
+Il4ra
+D430042O09Rik
+Sbk1
+Lat
+Nfatc2ip
+Cd19
+Atp2a1
+Cln3
+Apobr
+Nupr1
+Sult1a1
+Slx1b
+Tbx6
+Sez6l2
+D830044I16Rik
+Mvp
+Pagr1a
+Kif22
+Spn
+Mylpf
+Sept1
+Itgal
+9130019O22Rik
+E430018J23Rik
+Zfp764
+Zfp689
+1700008J07Rik
+Gm42715
+Ccdc189
+RP24-159C12.10
+Zfp629
+Ctf1
+Fbxl19
+Orai3
+Hsd3b7
+Prss53
+Vkorc1
+Prss36
+Gm26690
+Pycard
+Gm15533
+Itgam
+Itgam.1
+Itgax
+Itgad
+Cox6a2
+Tgfb1i1
+BC017158
+Rgs10
+Bag3
+Inpp5f
+Wdr11
+Fgfr2
+RP23-182F18.2
+Pstk
+RP23-78N8.4
+Chst15
+RP23-218E6.2
+Lhpp
+Mettl10
+Fam175b
+1500002F19Rik
+Ctbp2
+Uros
+Adam12
+D7Ertd443e
+Clrn3
+Ptpre
+5830432E09Rik
+Mki67
+Mgmt
+9430038I01Rik
+Mapk1ip1
+Stk32c
+Lrrc27
+Pwwp2b
+Adam8
+Prap1
+Paox
+Cd163l1
+Cyp2e1
+Zfp941
+Urah
+Ifitm5
+Ifitm2
+Ifitm1
+Ifitm3
+Ifitm6
+Pkp3
+Sigirr
+Ano9
+Rnh1
+Lmntd2
+Irf7
+Sct
+Deaf1
+Eps8l2
+Taldo1
+Cend1
+Slc25a22
+Pidd1
+Cracr2b
+Cd151
+Tspan4
+Gm16982
+Dusp8
+Ifitm10
+Ctsd
+Tnni2
+Lsp1
+Tspan32
+Cd81
+Cdkn1c
+Cars
+Tnfrsf26
+Tnfrsf22
+Tnfrsf23
+Osbpl5
+Mrgpre
+Dhcr7
+Oraov1
+Ccnd1
+Tpcn2
+Ppp1r14c
+Plekhg1
+Akap12
+Gm21781
+Ccdc170
+Esr1
+Syne1
+Myct1
+Fbxo5
+Ipcef1
+Cnksr3
+Lrp11
+B430219N15Rik
+Ust
+Sash1
+Gm26674
+Stxbp5
+Rab32
+4930432B10Rik
+Epm2a
+Gm9797
+Utrn
+B230208H11Rik
+Stx11
+Plagl1
+Phactr2
+Adat2
+Hivep2
+Adgrg6
+Txlnb
+Heca
+Gm10827
+Nhsl1
+Hebp2
+Arfgef3
+Perp
+Ifngr1
+4933406P04Rik
+Mtfr2
+Pde7b
+Myb
+1700020N01Rik
+Gm5420
+E030030I06Rik
+H60b
+Slc2a12
+Slc18b1
+Vnn3
+Vnn1
+Stx7
+Moxd1
+Ctgf
+Enpp1
+Enpp3
+Akap7
+Epb41l2
+Gm29571
+Samd3
+Themis
+Cenpw
+Trmt11
+Gm5422
+Rnf217
+Fam26f
+Dse
+Gm26564
+Tspyl4
+Frk
+Amd2
+Hdac2
+Marcks
+Lama4
+Fam229b
+Tube1
+Fyn
+Traf3ip2
+AA474331
+4930547M16Rik
+AI317395
+Slc16a10
+Rpf2
+Ddo
+Mettl24
+Wasf1
+Zbtb24
+Mical1
+Ppil6
+Ccdc162
+Gm17196
+Gm29095
+Cep57l1
+Armc2
+Lace1
+Sec63
+Scml4
+Sobp
+Bend3
+Cd24a
+Rtn4ip1
+Aim1
+Prdm1
+Prep
+Lilr4b
+Lilrb4a
+Nepn
+Slc35f1
+Cep85l
+Pln
+Mcm9
+Asf1a
+Man1a
+Gm16998
+Tbc1d32
+Msl3l2
+Gja1
+Pkib
+Fabp7
+Smpdl3a
+Ccdc138
+Sept10
+Sowahc
+Gm10273
+Mcu
+Spock2
+Chst3
+Psap
+Vsir
+Slc29a3
+Unc5b
+Gm26947
+Adamts14
+Prf1
+Pald1
+Lrrc20
+Ppa1
+H2afy2
+2010107G23Rik
+Tspan15
+Hk1os
+Hkdc1
+4930507D05Rik
+Stox1
+Dna2
+Gm16143
+Herc4
+Gm26789
+Sirt1
+Egr2
+Zfp365
+Tmem26
+Rhobtb1
+A930033H14Rik
+Cdk1
+Slc16a9
+Fam13c
+Phyhipl
+Bicc1
+Gnaz
+Rab36
+Bcr
+Adora2a
+Upb1
+Lrrc75b
+Ggt5
+Derl3
+Mmp11
+Vpreb3
+Zfp280b
+Dip2a
+Ybey
+Mcm3ap
+Lss
+Gm15343
+Ftcd
+Gm10787
+Slc19a1
+Col18a1
+Gm10941
+Adarb1
+2810425M01Rik
+Itgb2
+Tspear
+Lrrc3
+Trpm2
+Icosl
+Pwp2
+Gm10146
+Pdxk
+Syde1
+2610008E11Rik
+Plpp2
+Mier2
+Gzmm
+Hcn2
+Fstl3
+Prss57
+Misp
+Plppr3
+Prtn3
+Kiss1r
+Arid3a
+Grin3b
+Cnn2
+Abca7
+Sbno2
+Cbarp
+Mum1
+Gamt
+Mex3d
+Tcf3
+Gm26710
+Adat3
+Gm26541
+Izumo4
+Amh
+Lmnb2
+Gadd45b
+Gng7
+Slc39a3
+Thop1
+Creb3l3
+Zfr2
+Matk
+Tjp3
+Tbxa2r
+Mfsd12
+4930404N11Rik
+Gm16104
+S1pr4
+Tle2
+Tle6
+BC025920
+Zfp433
+Zfp873
+AU041133
+Gm15608
+Gm4924
+Hcfc2
+Nfyb
+Gm4799
+Slc41a2
+Aldh1l2
+1500009L16Rik
+Nuak1
+Ckap4
+Tcp11l2
+Gm17249
+Tmem263
+Mterf2
+Cry1
+Gm8394
+Btbd11
+Ascl4
+Bpifc
+Syn3
+1810014B01Rik
+Hsp90b1
+Ttc41
+Fabp3-ps1
+Nt5dc3
+Stab2
+Ascl1
+Igf1
+Parpbp
+Dram1
+Gnptab
+Spic
+Ano4
+Gas2l3
+Anks1b
+Apaf1
+Tmpo
+Cfap54
+Cdk17
+Lta4h
+Amdhd1
+Ntn4
+Vezt
+Fgd6
+Nr2c1
+Tmcc3
+Cep83os
+Socs2
+5730420D15Rik
+4732465J04Rik
+Dcn
+Galnt4
+Dusp6
+Gad1-ps
+Kitl
+Tmtc3
+Cep290
+Mgat4c
+Rassf9
+Lrriq1
+Slc6a15
+Tmtc2
+Mettl25
+Acss3
+Pawr
+E2f7
+Zdhhc17
+Bbs10
+Phlda1
+Glipr1
+Caps2
+Kcnc2
+Gm26596
+Lgr5
+Ptprr
+Ptprb
+Kcnmb4
+Kcnmb4os2
+Frs2
+Lyz2
+Lyz1
+Cpm
+Rap1b
+Mdm1
+Ifng
+Dyrk2
+Cand1
+Grip1
+Irak3
+Hmga2
+9230105E05Rik
+Tbc1d30
+Rassf3
+BC048403
+Srgap1
+Avpr1a
+Lrig3
+Xrcc6bp1
+Avil
+Mettl21b
+Cyp27b1
+March9
+Tspan31
+Agap2
+B4galnt1
+Slc26a10
+Arhgef25
+Kif5a
+Arhgap9
+Stac3
+Ndufa4l2
+Nxph4
+Lrp1
+Tmem194
+Gm16230
+Zbtb39
+Gpr182
+Rdh7
+Gm26847
+Timeless
+Stat2
+Pan2
+Cnpy2
+Coq10a
+Slc39a5
+Myl6b
+Esyt1
+Zc3h10
+Ikzf4
+Gm26876
+Pmel
+Dgka
+Mmp19
+Gdf11
+Cd63
+Rdh5
+Itga7
+Tespa1
+Insr
+A430078G23Rik
+C330021F23Rik
+Xab2
+Mcemp1
+Fcor
+RP23-316J6.4
+Fcer2a
+Cd209a
+Cd209d
+Evi5l
+Lrrc8e
+Tgfbr3l
+Ctxn1
+Gm6410
+Shcbp1
+Slc10a2
+Efnb2
+Lig4
+Tnfsf13b
+RP24-294M17.1
+RP23-366O14.4
+RP23-366O14.5
+Irs2
+Col4a2
+Rab20
+E230013L22Rik
+Ankrd10
+D630011A20Rik
+Gm15348
+Mcf2l
+F10
+Pcid2
+Lamp1
+Grtp1
+2810030D12Rik
+Dcun1d2
+Tmco3
+Tfdp1
+Gas6
+Champ1
+Gm7676
+Tdrp
+Gm10699
+Cln8
+Arhgef10
+Kbtbd11
+5830468F06Rik
+Myom2
+Angpt2
+Defb2
+Defb10
+Defb11
+Nek3
+Ckap2
+Thsd1
+Slc20a2
+Gm17491
+Polb
+Gm26909
+1700041G16Rik
+Gm26714
+1810011O10Rik
+Ido2
+Adam32
+Adam9
+Tm2d2
+Tacc1
+Fgfr1
+Letm2
+Plpp5
+Gm17484
+Star
+Hgsnat
+Thap1
+2310008N11Rik
+Zfp703
+Proscos
+Adgra2
+Brf2
+Rab11fip1
+Eif4ebp1
+Rnf122
+Fut10
+Gm5117
+Nrg1
+Gm26578
+Purg
+5930422O12Rik
+Tex15
+Gsr
+Gtf2e2
+Rbpms
+Gm26632
+Gm9951
+Gm29243
+Dusp4
+Tnks
+Ppp1r3b
+Gm16793
+D8Ertd82e
+Lonrf1
+6430573F11Rik
+Dlc1
+AI429214
+Msr1
+Zdhhc2
+Mtmr7
+Slc7a2
+Mtus1
+Fgl1
+Asah1
+Fat1
+Klkb1
+Cyp4v3
+Tlr3
+Sorbs2
+Pdlim3
+1700029J07Rik
+Ankrd37
+Snx25
+Gm15634
+Casp3
+Enpp6
+Stox2
+Gm10083
+AA386476
+E030037K01Rik
+Wwc2
+Dctd
+Neil3
+Vegfc
+Spcs3
+Asb5
+Hpgd
+Cep44
+Sap30
+Mfap3l
+B230317F23Rik
+Nek1
+Sh3rf1
+Cbr4
+Palld
+Ddx60
+Spock3
+Cpe
+Msmo1
+Apela
+March1
+Gm15354
+Naf1
+Gm9755
+Psd3
+Gm21807
+Sh2d4a
+Csgalnact1
+Lpl
+Lzts1
+Zfp930
+Gm10033
+Gm10311
+Zfp964
+Zfp869
+Zfp963
+Gmip
+Lpar2
+Pbx4
+Cilp2
+Yjefn3
+Tssk6
+Sugp1
+Tm6sf2
+Rfxank
+Armc6
+Sugp2
+Homer3
+Lrrc25
+Gdf15
+Gm11175
+Gm3336
+Rab3a
+Ifi30
+Il12rb1
+Arrdc2
+Kcnn1
+Map1s
+Ushbp1
+Ankle1
+Abhd8
+Plvap
+Bst2
+Tmem221
+Nxnl1
+Slc27a1
+Fam129c
+Unc13a
+Fcho1
+Zfp709
+Zfp882
+Zfp961
+Cyp4f18
+Tpm4
+Hsh2d
+Klf2
+Calr3
+1700030K09Rik
+Tmem38a
+F2rl3
+Large
+Tom1
+Hmox1
+Mcm5
+Rasd2
+Nr3c2
+Arhgap10
+0610038B21Rik
+Prmt10
+Zfp827
+Mmaa
+Gab1
+Usp38
+Inpp4b
+Il15
+Rnf150
+Tbc1d9
+Clgn
+Adgre5
+Gm10644
+Asf1b
+1700067K01Rik
+2210011C24Rik
+Palm3
+Il27ra
+Gm10643
+C330011M18Rik
+Dcaf15
+Podnl1
+4930432K21Rik
+Nanos3
+Zswim4
+Ccdc130
+Cacna1a
+Gm26664
+Nacc1
+Nfix
+Lyl1
+G430095P16Rik
+Dand5
+Klf1
+Dnase2a
+Mast1
+Fbxw9
+Gm5741
+Man2b1
+Mylk3
+Gpt2
+Neto2
+Lonp2
+Siah1a
+Gm10638
+Zfp423
+9430002A10Rik
+Nkd1
+Snx20
+Nod2
+Sall1
+Tox3
+Gm6658
+Aktip
+Rpgrip1l
+Irx3
+Gm28511
+Crnde
+Irx5
+Lpcat2
+Slc6a2
+Ces1g
+Ces1h
+Ogfod1
+Bbs2
+Mt3
+Mt1
+Herpud1
+9330175E14Rik
+Nlrc5
+Cpne2
+Arl2bp
+Pllp
+Ccl17
+Dok4
+Ccdc102a
+Adgrg5
+Adgrg3
+Katnb1
+Kifc3
+Tepp
+Zfp319
+Usb1
+Mmp15
+Gins3
+Slc38a7
+Cdh11
+Cdh5
+Cmtm3
+Dync1li2
+Ccdc79
+Car7
+Pdp2
+Ces2c
+Ces2d-ps
+Ces2e
+Ces2g
+B3gnt9
+Fbxl8
+Hsf4
+Nol3
+4931428F04Rik
+Lrrc29
+Fhod1
+Slc9a5
+Tppp3
+Zdhhc1
+Hsd11b2
+Gm38250
+Gm5914
+Rltpr
+Enkd1
+Gfod2
+Thap11
+Nrn1l
+Ctrl
+Lcat
+Dpep2
+Dus2
+Nfatc3
+Esrp2
+Pla2g15
+Prmt7
+Smpd3
+Zfp90
+Cdh3
+Tango6
+Sntb2
+Pdf
+Tmed6
+Nqo1
+Zfhx3
+Txnl4b
+Hp
+Zfp821
+Atxn1l
+Gm17344
+Phlpp2
+Marveld3
+Zfp612
+Cmtr2
+Il34
+Gm15895
+Fuk
+St3gal2
+Clec18a
+Pdpr
+Mlkl
+Wdr59
+Znrf1
+Tmem170
+Tmem231
+Adat1
+Gm6793
+Wwox
+Maf
+Gm15655
+Cdyl2
+Cenpn
+1700030J22Rik
+Bco1
+Plcg2
+Hsd17b2
+Cdh13
+Taf1c
+Atp2c2
+Klhl36
+Crispld2
+A130014A01Rik
+6430548M08Rik
+Gse1
+Gins2
+Gm10614
+1190005I06Rik
+Irf8
+Fbxo31
+Slc7a5
+Zfpm1
+Snai3
+Rnf166
+Cdt1
+Cbfa2t3
+Cpne7
+Spata33
+Spata2l
+4933417D19Rik
+Vps9d1
+Fanca
+Spire2
+Tubb3
+Def8
+Gas8
+Rhou
+4732419C18Rik
+Rab4a
+2810455O05Rik
+Ccsap
+Urb2
+Galnt2
+Agt
+Ttc13
+Arv1
+Fam89a
+Sprtn
+Disc1
+Sipa1l2
+Map10
+Ntpcr
+BC021891
+Kcnk1
+Slc35f3
+Gm17296
+Gm26759
+Nrp1
+Gm3411
+Dnase1l3
+Abhd6
+Fam107a
+4930452B06Rik
+Rpl21-ps4
+Gm3839
+Ptprg
+Slc4a7
+Lrrc3b
+B230110C06Rik
+Rarb
+Ube2e2
+Gm2237
+Nid2
+Dnajc9
+1810062O18Rik
+Usp54
+Synpo2l
+6230400D17Rik
+Ndst2
+Plau
+Vcl
+Dlg5
+Polr3a
+Gm26660
+Zmiz1os1
+Zmiz1
+Gm26772
+Zcchc24
+Tmem254c
+Pde12
+Dnah12
+Hesx1
+Il17rd
+Ccdc66
+Erc2
+Wnt5a
+Selk
+Il17rb
+Cacna1d
+Dcp1a
+Tkt
+Prkcd
+Mustn1
+Itih3
+Itih1
+Nek4
+Spcs1
+Nt5dc2
+Stab1
+Tnnc1
+Sh3bp5
+Colq
+Ankrd28
+Ncoa4
+Timm23
+Ercc6
+1810011H11Rik
+Wdfy4
+Arhgap22
+Fam25c
+Sncg
+Mmrn2
+Ldb3
+Grid1
+2610528A11Rik
+Sh2d4b
+Mbl1
+Gm9732
+Ear2
+Ptger2
+Txndc16
+Styx
+Fermt2
+Ddhd1
+Bmp4
+Gm15222
+Cdkn3
+Gm10101
+Samd4
+Gch1
+Wdhd1
+Lgals3
+Dlgap5
+3632451O06Rik
+Tep1
+Gm26782
+Pnp
+Pnp2
+Rnase4
+Ang
+Eddm3b
+Rnase6
+Slc39a2
+Arhgef40
+Gm26590
+Gm43647
+Abhd4
+5330426L24Rik
+Mmp14
+Rem2
+Haus4
+Ajuba
+4931414P19Rik
+Homez
+Ppp1r3e
+Bcl2l2
+Slc22a17
+Zfhx2
+Ap1g2
+Lrrc16b
+Pck2
+A730061H03Rik
+Rec8
+Tm9sf1
+Tssk4
+Tgm1
+Rabggta
+Ltb4r1
+Adcy4
+Nynrin
+Cma1
+Gzmb
+Gm16973
+Pspc1
+Cryl1
+Ift88
+Il17d
+Xpo4
+Ska3
+3110083C13Rik
+Fgf9
+Phf11a
+Phf11b
+Phf11d
+Phf11c
+Atp8a2
+Nupl1
+Spata13
+Mipep
+Sacs
+Arl11
+Spryd7
+Trim13
+Gm27010
+Gm26916
+Gm27017
+Gm4131
+Fam124a
+Ints6
+Gm26536
+Wdfy2
+Defb42
+Ctsb
+Fdft1
+Neil2
+Blk
+Mtmr9
+Xkr6
+Pinx1
+Sox7
+Ints9
+Extl3
+Fzd3
+Elp3
+Nuggc
+Scara5
+Pbk
+Esco2
+Adra1a
+Gm10032
+Gm5464
+Cdca2
+Gnrh1
+Dock5
+Nefm
+Nefl
+Adam28
+Gm16867
+Loxl2
+R3hcc1
+4930480K23Rik
+Tnfrsf10b
+Ccar2
+9930012K11Rik
+Sorbs3
+Ppp3cc
+Phyhip
+Dok2
+Gfra2
+Fndc3a
+Cysltr2
+Rcbtb2
+Lpar6
+Nudt15
+5031414D18Rik
+Slc25a30
+Gm4285
+Gpalpp1
+Rps2-ps6
+Serp2
+Lacc1
+Ccdc122
+Epsti1
+Tnfsf11
+Dgkh
+Rgcc
+Mtrf1
+Kbtbd6
+Pcdh8
+Gm6999
+Pcdh17
+Diaph3
+Tdrd3
+Gm10110
+Bora
+Dis3
+Klf12
+Tbc1d4
+Gm9922
+Kctd12
+Gm26778
+Scel
+Slain1
+Ednrb
+Rnf219
+Spry2
+Slitrk1
+Mir17hg
+Gpc6
+Dct
+Gpr180
+Dzip1
+Dnajc3
+Uggt2
+Oxgr1
+Rap2a
+Farp1
+Stk24
+Slc15a1
+1810041H14Rik
+Gpr183
+Ggact
+Tmtc4
+Gm26870
+Casp1
+Casp4
+Casp12
+Pdgfd
+Mmp13
+Mmp12
+Mmp8
+Birc3
+Yap1
+9230110C19Rik
+Cep126
+Arhgap42
+Gm16833
+Cntn5
+Jrkl
+Ccdc82
+Phxr4
+Maml2
+Cep57
+Sesn3
+Endod1
+Kdm4d
+Amotl1
+Fut4
+Ankrd49
+Gm16302
+Gpr83
+Izumo1r
+Panx1
+Vstm5
+Med17
+Smco4
+Slc36a4
+Gm26733
+Zfp26
+Zfp426
+Zfp846
+Fbxl12os
+Gm26521
+Col5a3
+A230050P20Rik
+Angptl6
+S1pr2
+Icam4
+Zglp1
+1700084C06Rik
+Pde4a
+S1pr5
+Cdkn2d
+Ap1m2
+Slc44a2
+AB124611
+Carm1
+Yipf2
+1810026J23Rik
+Gm26511
+Ldlr
+Spc24
+Kank2
+Dock6
+Angptl8
+Tmem205
+Ccdc159
+Plppr2
+Swsap1
+Epor
+Rgl3
+Ccdc151
+Elavl3
+Gm16845
+Acp5
+1810064F22Rik
+Zfp599
+Zfp810
+Anln
+9530077C05Rik
+Bbs9
+Dpy19l1
+Gm29375
+Eepd1
+Glb1l2
+Vps26b
+Jam3
+Snx19
+Adamts15
+St14
+Prdm10
+Nfrkb
+Tmem45b
+Ets1
+St3gal4
+Tirap
+Srpr
+Fam118b
+Rpusd4
+Cdon
+Hyls1
+Chek1
+Gm26787
+Pknox2
+Slc37a2
+Ccdc15
+Robo3
+Esam
+Nrgn
+Spa17
+Vwa5a
+Zfp202
+Clmp
+Crtam
+Ubash3b
+Sc5d
+Tmem136
+Oaf
+Pvrl1
+Thy1
+Gm26737
+Mcam
+Nlrx1
+Hinfp
+Hyou1
+Foxr1
+Gm9830
+C030014I23Rik
+Cxcr5
+Treh
+Phldb1
+Cd3g
+Cd3d
+Cd3e
+Mpzl2
+Mpzl3
+Amica1
+Scn2b
+Tmprss4
+BC049352
+Il10ra
+Tmprss13
+Fxyd6
+Tagln
+Sidt2
+Apoa1
+Apoc3
+Cadm1
+Nxpe2
+Nxpe4
+Gm5616
+Rexo2
+Zbtb16
+Usp28
+Zw10
+Ttc12
+Ncam1
+Plet1
+Il18
+Pih1d2
+Dixdc1
+2310030G06Rik
+Hspb2
+Fdxacb1
+Ppp2r1b
+Layn
+Pou2af1
+2010007H06Rik
+Gm7293
+Arhgap20
+Exph5
+Kdelc2
+4930550C14Rik
+Gm16124
+Slc35f2
+Gm16380
+Cib2
+Acsbg1
+Dnaja4
+AY074887
+Chrnb4
+Nrg4
+Tmem266
+Pstpip1
+Peak1
+Cspg4
+2700012I20Rik
+Man2c1os
+Neil1
+1700017B05Rik
+Scamp5
+Rpp25
+Gm26631
+Mpi
+Scamp2
+Ulk3
+Cyp1a1
+Sema7a
+Stra6
+Pml
+Stoml1
+Loxl1
+4930461G14Rik
+6030419C18Rik
+Cd276
+Nptn
+Rec114
+Neo1
+Bbs4
+Hexa
+Thsd4
+Lrrc49
+Gm10655
+Kif23
+Glce
+Coro2b
+Gm26609
+Aagab
+Smad3
+Smad6
+Lctl
+Zwilch
+Uchl4
+Dennd4a
+Vwa9
+Dpp8
+Parp16
+Rasl12
+Mtfmt
+Plekho2
+Pif1
+Zfp609
+2810417H13Rik
+Snx22
+Dapk2
+Fbxl22
+Usp3
+Gm15563
+Car12
+Aph1b
+Gm10647
+Aph1c
+Rora
+Ice2
+Gm4978
+Anxa2
+Myo1e
+Ccnb2
+Gm10642
+Aqp9
+Aldh1a2
+Myzap
+Gm27253
+Mns1
+4930509E16Rik
+Pygo1
+Dyx1c1
+Ccpg1os
+Ccpg1
+Rab27a
+Khdc3
+Unc13c
+Wdr72
+Fam214a
+Myo5a
+Myo5c
+4933433G15Rik
+A130057D12Rik
+Lysmd2
+Hmgcll1
+Fam83b
+Gm19541
+5730403I07Rik
+Lrrc1
+Elovl5
+C920006O11Rik
+Gsta4
+Gsta1
+Gm10639
+Gm8074
+Mb21d1
+Gm17324
+Col12a1
+Filip1
+Gm17477
+Htr1b
+Mei4
+Irak1bp1
+Hmgn3
+Lca5
+Sh3bgrl2
+Elovl4
+Ttk
+Fam46a
+Ube2cbp
+Pgm3
+Rwdd2a
+A330041J22Rik
+Snap91
+Nt5e
+Zfp949
+9430037G07Rik
+Bcl2a1d
+Gm29562
+Bcl2a1a
+Bcl2a1b
+Mthfs
+Tmed3
+Ctsh
+Gm26882
+Adamts7
+Tbc1d2b
+Plscr1
+Plscr4
+Plod2
+Slc9a9
+Chst2
+Gm28424
+Pls1
+Gm16794
+Gk5
+BC043934
+Pxylp1
+Spsb4
+Gm19325
+Gm26767
+Nmnat3
+Rbp1
+Gm1123
+Pik3cb
+Cep70
+Mras
+Dbr1
+Dzip1l
+Cldn18
+Il20rb
+Amotl2
+Ryk
+Slco2a1
+Rab6b
+Srprb
+Trf
+1300017J02Rik
+Topbp1
+Bfsp2
+Tmem108
+Nphp3
+Uba5
+Ackr4
+Acpp
+Cpne4
+Pik3r4
+Col6a6
+D030055H07Rik
+Glyctk
+Ppm1m
+Poc1a
+Dusp7
+Gm28959
+Gpr62
+Parp3
+Rad54l2
+Vprbp
+Manf
+Rbm15b
+4930524O07Rik
+Cish
+Hemk1
+6430571L13Rik
+Cacna2d2
+Gm9917
+Hyal1
+Hyal3
+Gm38150
+Sema3b
+Slc38a3
+Sema3f
+Mst1r
+Traip
+Fam212a
+Gmppb
+Amigo3
+Bsn
+Nicn1
+Gm37401
+Gpx1
+1700102P08Rik
+Ccdc36
+4833445I07Rik
+P4htm
+Nckipsd
+Slc26a6
+Col7a1
+Pfkfb4
+Shisa5
+Gm42641
+Atrip
+Ccdc51
+Plxnb1
+Fbxw15
+Spink8
+Nme6
+Camp
+Cdc25a
+Cspg5
+Ptpn23
+Ngp
+Kif9
+Nradd
+Nbeal2
+Myl3
+Tmie
+Als2cl
+Lrrc2
+Rtp3
+Ltf
+Ccrl2
+Lrrfip2
+Mlh1
+Dclk3
+Arpp21
+Clasp2
+Fbxl2
+Bcl2a1c
+Ccr4
+Gm9888
+Cmtm8
+Osbpl10
+Rbms3
+Gm17399
+Eomes
+Itga9
+Gm2415
+Ctdspl
+Vill
+Plcd1
+Dlec1
+Slc22a13
+Oxsr1
+Myd88
+Acvr2b
+Exog
+Gm2449
+Cx3cr1
+Gorasp1
+Csrnp1
+5830454E08Rik
+Ulk4
+Vipr1
+Deb1
+Zfp651
+Hhatl
+1700048O20Rik
+Pomgnt2
+Ano10
+Gm26797
+Zfp445
+Zkscan7
+Zfp105
+1110059G10Rik
+Kif15
+Clec3b
+Cdcp1
+Tmem158
+Lars2
+Slc6a20a
+Ccr9
+Cxcr6
+Xcr1
+Ccr1
+Ccr2
+Ccr5
+Ppp2r3d
+Patz1
+Pik3ip1
+Selm
+Smtn
+Osbp2
+Dusp18
+Slc35e4
+Gal3st1
+Sec14l2
+Ccdc157
+Gatsl3
+Osm
+Lif
+Thoc5
+Nefh
+Gas2l1
+Rhbdd3
+Emid1
+Kremen1
+Znrf3
+Gm11963
+Xbp1
+Ccdc117
+Urgcp
+Polm
+A730071L15Rik
+Zmiz2
+Gm11973
+Myo1g
+Tbrg4
+Ramp3
+Igfbp3
+Tns3
+Hus1
+Sun3
+Gm11992
+Upp1
+Abca13
+Zpbp
+4930415F15Rik
+Fignl1
+Ddc
+Grb10
+Vstm2a
+Egfr
+Egfros
+Fbxo48
+Plek
+Cnrip1
+Pno1
+Etaa1
+Etaa1os
+Meis1
+Gm16141
+Cep68
+Slc1a4
+Wdpcp
+Ehbp1
+Tmem17
+Gm28048
+B3gnt2
+Fam161a
+Pus10
+Bcl11a
+Vrk2
+Efemp1
+Ccdc88a
+Gm12089
+Mtif2
+Gm12088
+Rtn4
+Eml6
+4931440F15Rik
+Erlec1
+Stc2
+Nsg2
+Il9r
+Rhbdf1
+Nprl3
+Hba-a1
+Hba-a2
+Sh3pxd2b
+Ubtd2
+Stk10
+Fgf18
+Ranbp17
+Lcp2
+Gm12121
+Foxi1
+Spdl1
+Hmmr
+Atp10b
+Ccnjl
+Ebf1
+Lsm11
+Thg1l
+Itk
+Fam71b
+2310031A07Rik
+Havcr2
+Timd2
+Havcr1
+Trim41
+Gm12184
+Trim7
+Gm5431
+Tgtp1
+Tgtp2
+Btnl9
+Flt4
+Gfpt2
+Rnf130
+Gm12195
+Ltc4s
+Gm26542
+Rufy1
+Adamts2
+Zfp354c
+Zfp2
+Zfp354b
+Zfp354a
+BC049762
+Col23a1
+N4bp3
+D930048N14Rik
+Gm26551
+Cdkl3
+Gm12207
+Tcf7
+Zcchc10
+Gdf9
+Sowaha
+Sept8
+Kif3a
+Il4
+Gm17334
+Gm12216
+Slc22a21
+Pdlim4
+P4ha2
+Csf2
+Rapgef6
+Lyrm7
+Anxa6
+Gm2a
+Slc36a3os
+Slc36a1
+Sparc
+Atox1
+Mfap3
+Galnt10
+Gm12249
+Irgm2
+Zfp692
+Gm12253
+Gm12258
+2810021J22Rik
+Zfp39
+Iba57
+Wnt9a
+Snap47
+Jmjd4
+Zfp867
+Nlrp3
+Gm16062
+1810063I02Rik
+Med9os
+Rasd1
+Pemt
+4930412M03Rik
+Lrrc48
+Llgl1
+Mief2
+Smcr8
+Map2k3os
+Kcnj12
+Tnfrsf13b
+Slc47a2
+Mapk7
+B9d1
+Epn2
+Grap
+Slc5a10
+Fam83g
+Ulk2
+A530017D24Rik
+Specc1
+Adora2b
+Zswim7
+Pigl
+Gm12279
+Lrrc75a
+Zfp287
+Zfp286
+Trim16
+Fbxw10
+Pmp22
+Hs3st3b1
+2810001G20Rik
+Hs3st3a1
+Arhgap44
+Zkscan6
+Tmem220
+Sco1
+Gas7
+Usp43
+Ntn1
+Pik3r6
+Mfsd6l
+Myh10
+Odf4
+Slc25a35
+Ctc1
+Aurkb
+9330160F10Rik
+Borcs6
+Per1
+9130213A22Rik
+Hes7
+Alox8
+Cntrob
+Kcnab3
+Kcnab3os
+Chd3os
+Cyb5d1
+Tmem88
+Kdm6b
+Dnah2
+Wrap53
+Sat2
+Cd68
+Tnfsf13os
+Tnfsfm13
+Tnfsf12
+Chrnb1
+Fgf11
+Tmem102
+Nlgn2
+Plscr3
+Tnk1
+Kctd11
+Acap1
+2810408A11Rik
+Ybx2
+Slc2a4
+Cldn7
+Dvl2
+Dlg4
+Mgl2
+Clec10a
+Slc16a13
+Bcl6b
+Gm21988
+Rnasek
+Alox12
+Arrb2
+Cxcl16
+Zmynd15
+Tm4sf5
+Pld2
+Chrne
+Gm12315
+Eno3
+Camta2
+Inca1
+Scimp
+Dhx33
+6330403K07Rik
+Nlrp1b
+Wscd1
+Fam64a
+Pitpnm3
+4933427D14Rik
+Slc13a5
+Xaf1
+Smtnl2
+Ggt6
+Spns2
+Spns3
+Atp2a3
+P2rx1
+Camkk1
+Itgae
+Gsg2
+P2rx5
+Tax1bp3
+Ctns
+Shpk
+Aspa
+Rap1gap2
+Sgsm2
+Tsr1
+Smg6
+Hic1
+Ovca2
+Dph1
+Rtn4rl1
+Rpa1
+Serpinf1
+Tlcd2
+Rilp
+Scarf1
+Myo1c
+Rph3al
+Fam101b
+Fam57a
+Gemin4
+Nxn
+Abr
+Cpd
+Slc6a4
+Efcab5
+Ankrd13b
+Abhd15
+Gm10277
+Dhrs13
+Eral1
+Tlcd1
+Proca1
+BC030499
+Spag5
+Unc119
+Slc13a2os
+Slc46a1
+Sarm1
+Tnfaip1
+Tmem97
+Lyrm9
+Ksr1
+Gm21975
+Evi2a
+9130204K15Rik
+Gm26563
+Atad5
+Tefm
+Adap2
+Adap2os
+Rnf135
+Rhbdl3
+Cdk5r1
+Tmem98
+Ccl2
+Ccl12
+Cct6b
+Gm11423
+Lig3
+Rffl
+Unc45b
+Slfn5
+Slfn9
+Slfn1
+Slfn4
+AI662270
+Rasl10b
+1700020L24Rik
+Mmp28
+Ccl5
+Ccl9
+Ccl6
+Rpl9-ps1
+Ccl3
+Ccl4
+Wfdc17
+Wfdc21
+Gm12576
+Dusp14
+Acaca
+Pigw
+Car4
+Usp32
+Brip1
+Med13
+Tubd1
+Ypel2
+Gdpd1
+Prr11
+Gm11491
+Ppm1e
+Rad51c
+Sept4
+Rnf43
+Bzrap1
+Mks1
+Gm11508
+2010015M23Rik
+Gm15892
+Cuedc1
+Msi2
+C030037D09Rik
+Akap1
+Scpep1
+Gm15698
+Coil
+Dgke
+Mmd
+Cox11
+Tom1l1
+Gm20390
+Wfikkn2
+Abcc3
+Cacna1g
+Epn3
+Mycbpap
+Rsad1
+Acsf2
+Eme1
+Xylt2
+Cdc34b
+Ppp1r9b
+Samd14
+Itga3
+Gm11520
+Fam117a
+Slc35b1
+Gm26830
+Zfp652os
+Abi3
+Gngt2
+Igf2bp1
+Gip
+Gm53
+Hoxb9
+Hoxb5
+Hoxb4
+Hoxb3
+Skap1
+Snx11
+Copz2
+Gm11525
+Sp6
+Lrrc46
+Osbpl7
+Tbx21
+Tbkbp1
+Gm11592
+Arhgap23
+Srcin1
+E130012A19Rik
+Mllt6
+Pcgf2
+B230217C12Rik
+Plxdc1
+Arl5c
+Cacnb1
+Stac2
+Ppp1r1b
+Stard3
+Pgap3
+Erbb2
+Ikzf3
+Zpbp2
+Gm12355
+Nr1d1
+Gm12359
+Rapgefl1
+Cdc6
+Rara
+Top2a
+Tns4
+Ccr7
+Krt222
+Gm11940
+Krt23
+Krt19
+Hap1
+Jup
+P3h4
+Fkbp10
+Nt5c3b
+Klhl11
+Ttc25
+Dnajc7
+Nkiras2
+Dhx58
+Ghdc
+Stat5a
+Ptrf
+Atp6v0a1
+Naglu
+Hsd17b1
+Psmc3ip
+Tubg2
+Plekhh3
+Cntnap1
+Ccr10
+Ramp2
+Vps25
+Gm11615
+Cntd1
+Aoc2
+Gm27029
+Aarsd1
+Ptges3l
+Rnd2
+Brca1
+Tmem106a
+Arl4d
+Etv4
+Meox1
+Sost
+Dusp3
+Mpp3
+Cd300lg
+BC030867
+Slc4a1
+Rundc3a
+Grn
+Fam171a2
+Itga2b
+Adam11
+Ccdc103
+Kif18b
+Dcakd
+Plcd3
+Hexim2
+Fmnl1
+Map3k14
+Arhgap27os3
+Arhgap27os2
+Arhgap27os1
+Plekhm1
+Cdc27
+Myl4
+Itgb3
+March10
+Tanc2
+Ace
+Taco1os
+Taco1
+Strada
+Cd79b
+Pecam1
+Milr1
+Polg2
+Gm11707
+Kpna2
+1810010H24Rik
+Pitpnc1
+Gm11713
+Cacng4
+Prkca
+Apoh
+Cep112
+Axin2
+Gm11696
+9930022D16Rik
+Slc16a6
+Arsg
+Wipi1
+Fam20a
+Abca8b
+Abca9
+Abca5
+Map2k6
+Kcnj2
+Slc39a11
+Cog1
+D11Wsu47e
+Cpsf4l
+Cdc42ep4
+Sdk2
+Ttyh2
+Kif19a
+Gprc5c
+Cd300a
+Cd300lb
+Cd300c
+Cd300ld
+AF251705
+Cd300lh
+Cd300e
+Rab37
+Cd300lf
+Nat9
+Tmem104
+Hid1
+Cdr2l
+Armc7
+Gga3
+Mif4gd
+Caskin2
+Myo15b
+Recql5
+Smim5
+Smim6
+Itgb4
+Trim47
+Trim65
+Fbf1
+Evpl
+Rnf157
+Sphk1
+Ube2o
+Rhbdf2
+Cygb
+Gm11744
+St6galnac2
+BC018473
+St6galnac1
+Mxra7
+Gm11730
+Sec14l1
+Sept9
+Gm16045
+Tmc8
+Syngr2
+Birc5
+Tha1
+Socs3
+Dnah17
+Timp2
+Lgals3bp
+Engase
+Rbfox3
+Cbx2
+Cbx8
+Tbc1d16
+Ccdc40
+Card14
+Sgsh
+Slc26a11
+Rnf213
+Endov
+Gm11766
+Aatk
+Cep131
+Enthd2
+Bahcc1
+Gm11772
+Actg1
+Faap100
+Pde6g
+Gm16755
+Gm11788
+Gm11789
+Gcgr
+Gm17586
+Pycr1
+Myadml2
+Notum
+Notumos
+Rac3
+Cbr2
+Hmga1-rs1
+Fasn
+Ccdc57
+Slc16a3
+Cd7
+Sectm1a
+Ogfod3
+Hexdc
+Foxk2
+Rab40b
+Fn3krp
+Fn3k
+Tbcd
+Zfp750
+B3gntl1
+Metrnl
+2810429I04Rik
+Akr1c14
+Akr1c18
+Akr1c19
+Akr1c12
+Akr1c20
+Pitrm1
+Pfkp
+Idi1
+Dip2c
+Gm26601
+Chrm3
+Mtr
+Actn2
+Heatr1
+Edaradd
+Ero1lb
+Nid1
+Lyst
+Gng4
+Tbce
+AW209491
+Sugct
+Epdr1
+Gpr141
+Aoah
+Zscan12
+Pgbd1
+Nkapl
+Zkscan4
+AK157302
+Zkscan8
+Hist1h2bl
+Hist1h2bm
+Hist1h4j
+Hist1h2ak
+Hist1h1b
+Hist1h2bp
+Hist1h4n
+Hist1h2ap
+Zfp184
+Prss16
+Hist1h2bk
+Hist1h4i
+Hist1h2bj
+C230035I16Rik
+Hist1h2af
+Hist1h3f
+Hist1h1d
+Hist1h3e
+Hist1h2ae
+Hist1h2bg
+Hist1h3d
+Hist1h4d
+Hist1h2be
+Hist1h2ac
+Hist1h4c
+Hfe
+Hist1h3c
+Hist1h2bb
+Hist1h2ab
+Hist1h4b
+Hist1h4a
+Hist1h3a
+Hist1h1a
+Slc17a4
+Lrrc16a
+Cmah
+Fam65b
+C530050E15Rik
+D130043K22Rik
+Aldh5a1
+Gpld1
+Gm26735
+E2f3
+Gm11365
+Mboat1
+Agtr1a
+Dusp22
+Irf4
+Hus1b
+Foxq1
+Foxc1
+Gmds
+Serpinb1a
+Serpinb6b
+Serpinb9
+Serpinb9b
+1110046J04Rik
+Tubb2a
+Tubb2b
+Pxdc1
+Eci3
+Gm16984
+Rpp40
+Nrn1
+F13a1
+Ly86
+Ssr1
+Cage1
+Dsp
+Bmp6
+Txndc5
+Bloc1s5
+Slc35b3
+Gm26514
+5033403F01Rik
+Tfap2a
+Gcnt2
+Elovl2
+Smim13
+Gm26877
+Tmem170b
+Adtrp
+Gm28707
+Edn1
+Tbc1d7
+Gfod1
+Sirt5
+Cd83
+Jarid2
+5033430I15Rik
+Kif13a
+Nhlrc1
+Rnf144b
+A330033J07Rik
+Zfp169
+A830005F24Rik
+Phf2os1
+Wnk2
+Susd3
+Fgd3
+Cenpp
+Omd
+Ogn
+Nol8
+Gm10784
+Fbxw17
+Nxnl2
+S1pr3
+Gm15440
+Syk
+Nfil3
+Ror2
+Msx2
+Gm5449
+Hrh2
+Cplx2
+Arl10
+Nop16
+Cdhr2
+Tspan17
+Hk3
+Fgfr4
+Mxd3
+Rgs14
+Grk6
+Prr7
+Dbn1
+Dok3
+B4galt7
+H2afy
+Tifab
+Cxcl14
+Fbxl21
+Tgfbi
+Klhl3
+Gkap1
+Kif27
+Slc28a3
+Golm1
+Dapk1
+4930486L24Rik
+Ctla2b
+Ctla2a
+Zfp808
+Gm3604
+Zfp935
+Zfp934
+6720489N17Rik
+Gm5141
+Fbp2
+2010111I01Rik
+Gm16907
+Fancc
+Ptch1
+Habp4
+1810034E14Rik
+Ctsl
+Cdk20
+Hiatl1
+Gm10767
+Zfp712
+Rslcan18
+Zfp759
+Rsl1
+Zfp455
+Zfp458
+Zfp457
+Gm28041
+Zfp429
+Zfp459
+Zfp58
+Zfp748
+9430065F17Rik
+Zfp729b
+Gm37276
+Zfp729a
+Zfp85os
+Zfp493
+BC048507
+Mtrr
+Fastkd3
+Srd5a1
+Irx1
+Irx2
+Slc12a7
+Trip13
+Gm10126
+Gm15912
+Tppp
+Cep72
+Lrrc14b
+Zfp72
+Gm10116
+Cast
+Ell2
+Rhobtb3
+Gpr150
+Arsk
+Mctp1
+2210408I21Rik
+Pou5f2
+Nr2f1
+A830082K12Rik
+Arrdc3
+Adgrv1
+Mblac2
+Gm17259
+Mef2c
+Gm17750
+Gm4076
+Vcan
+Atg10
+A830009L08Rik
+4833422C13Rik
+Rasgrf2
+Gm20379
+Ankrd34b
+Fam151b
+Serinc5
+Cmya5
+Bhmt
+Dmgdh
+Gm26527
+Lhfpl2
+Scamp1
+Gm9776
+Wdr41
+Pde8b
+Zbed3
+S100z
+F2rl1
+F2r
+Iqgap2
+F2rl2
+Sv2c
+Ankdd1b
+Polk
+Gcnt4
+Gm6169
+Hexb
+Enc1
+5330416C01Rik
+Gm26619
+Gm9828
+Gm10320
+Tmem171
+Mccc2
+BC001981
+Serf1
+Naip2
+Naip5
+Naip6
+Ocln
+Marveld2
+Taf9
+Ccdc125
+Cenph
+Ccnb1
+Cd180
+Mast4
+Sgtb
+Cenpk
+Adamts6
+3830408C21Rik
+Apoo-ps
+Zswim6
+Ercc8
+Depdc1b
+Gapt
+Plk2
+Mier3
+Ankrd55
+Il6st
+Ccno
+Gpx8
+Gzma
+Gzmk
+Esm1
+BC067074
+Arl15
+Fst
+Itga2
+Pelo
+Parp8
+Emb
+B430218F22Rik
+Fgf10
+3110070M22Rik
+Gm7120
+Gm21967
+Ccl28
+Nim1k
+D13Ertd608e
+Gm26520
+Kif3c
+1110002L01Rik
+Dtnbos
+Dnmt3a
+Dnmt3aos
+Pomc
+Efr3b
+Dnajc27
+Cenpo
+Ptrhd1
+Ncoa1
+Gm17541
+Fam228a
+Fam228b
+Fkbp1b
+BC068281
+Mfsd2b
+Klhl29
+Apob
+Hs1bp3
+Rhob
+Sdc1
+Wdr35
+Pgk1-rs7
+Kcns3
+Gen1
+Fam49a
+Mycn
+Nbas
+Fam84a
+Gm9847
+Trib2
+Greb1
+E2f6
+Rock2
+Pqlc3
+Pdia6
+Atp6v1c2
+Hpcal1
+B430203G13Rik
+5730507C01Rik
+Asap2
+Adam17
+Gm4419
+2410018L13Rik
+9030624G23Rik
+Taf1b
+Grhl1
+Klf11
+Rrm2
+Mboat2
+Id2
+Rnf144a
+Rsad2
+Cmpk2
+Rnaseh1
+Pxdn
+Sntg2
+Tmem18
+Fam150b
+Sh3yl1
+Fam110c
+Lamb1
+Slc26a4
+Dus4l
+Cog5
+Prkar2b
+Pik3cg
+Atxn7l1
+Efcab10
+Gm18025
+Hdac9
+Snx13
+Ahr
+Tspan13
+Bzw2
+D630036H23Rik
+Ispd
+Agmo
+Etv1
+Scin
+Gm17056
+Gm7008
+Dock4
+Dnajb9
+Stxbp6
+Gm1818
+Prkd1
+G2e3
+Heatr5a
+Gm26517
+Dtd2
+Nubpl
+Egln3
+Srp54b
+1700047I17Rik2
+Ppp2r3c
+1110008L16Rik
+Slc25a21
+Prps1l3
+Gm5786
+Mia2
+Gm527
+Fam179b
+Fancm
+Mis18bp1
+Lrr1
+Dnaaf2
+Klhdc1
+Map4k5
+Atl1
+Pygl
+Frmd6
+2700049A03Rik
+Daam1
+Gpr135
+Rtn1
+Pcnxl4
+Six4
+Trmt5
+Tmem30b
+Prkch
+Snapc1
+Akap5
+Zbtb1
+Hspa2
+Gm10451
+Sptb
+Fntb
+Rab15
+Fut8
+Mpp5
+Tmem229b
+Plekhh1
+Pigh
+Arg2
+Rdh12
+Zfp36l1
+Gm26669
+Actn1
+Dcaf5
+Exd2
+Plekhd1os
+Plekhd1
+Gm26545
+Smoc1
+Gm20498
+Gm4787
+Adam4
+Map3k9
+Rgs6
+Dpf3
+Zfyve1
+Gm29361
+2410016O06Rik
+Acot4
+Acot3
+Acot5
+Acot6
+Dnal1
+Elmsan1
+Zfp410
+Fam161b
+Coq6
+Bbof1
+Npc2
+Prox2
+Pgf
+Zc2hc1c
+Tmed10
+Fos
+Jdp2
+Mfsd7c
+Ttll5
+Gm26531
+Tgfb3
+Ift43
+Gpatch2l
+Esrrb
+Angel1
+Gm26698
+Cipc
+Pomt2
+Samd15
+Noxred1
+Sptlc2
+Gm26764
+Gm16381
+Cep128
+Ston2
+Sel1l
+Gm9726
+Flrt2
+Gpr65
+Spata7
+Ptpn21
+Eml5
+Ttc8
+Efcab11
+Tdp1
+Kcnk13
+Rps6ka5
+9030617O03Rik
+Gpr68
+Ccdc88c
+Tc2n
+Fbln5
+Atxn3
+Rin3
+Lgmn
+Golga5
+Itpk1
+Gm20069
+Gm20604
+Btbd7
+Prima1
+Asb2
+Otub2
+Ifi27l2a
+Serpina1f
+Serpina1d
+Serpina1a
+Serpina3b
+Serpina3f
+Dicer1
+Gm28875
+Syne3
+D430019H16Rik
+Atg2b
+Ak7
+Vrk1
+Bcl11b
+Eml1
+Degs2
+Slc25a29
+Slc25a47
+Wars
+Wdr25
+Dlk1
+Meg3
+Mok
+4921507G05Rik
+Gm26912
+Zfp839
+Tecpr2
+Ankrd9
+A230087F16Rik
+Exoc3l4
+Tnfaip2
+2810029C07Rik
+Ckb
+Trmt61a
+Klc1
+Xrcc3
+Ppp1r13b
+Aspg
+Inf2
+Adssl1
+Cep170b
+Pld4
+Ahnak2
+BC022687
+Gpr132
+Jag2
+Btbd6
+9230104M06Rik
+Pacs2
+Crip1
+Wdr60
+Esyt2
+Ncapg2
+Rapgef5
+Cdca7l
+Dnah11
+Sp4
+Sepp1
+Fbxo4
+Plcxd3
+Gm15938
+Dab2
+Fyb
+Rictor
+Lifr
+Slc1a3
+Skp2
+Ugt3a1
+Capsl
+Il7r
+Spef2
+Prlr
+Brix1
+Rai14
+4930556M19Rik
+4930556M19Rik.1
+C1qtnf3
+Npr3
+Sub1
+Mtmr12
+Pdzd2
+6030458C11Rik
+Acot10
+Basp1
+Ank
+Fam105a
+Ctnnd2
+Ropn1l
+Sema5a
+Cpq
+Tspyl5
+Mtdh
+Laptm4b
+Matn2
+Nipal2
+Stk3
+Osr2
+Spag1
+Rnf19a
+Rpl7a-ps3
+Ankrd46
+Snx31
+Gm10384
+Gm16136
+Grhl2
+Ncald
+Klf10
+Gm26704
+Fzd6
+Slc25a32
+Rims2
+Dpys
+Lrp12
+Angpt1
+Nudcd1
+Sybu
+2310069G16Rik
+Trps1
+Aard
+Ext1
+Tnfrsf11b
+Mal2
+Gm26684
+Dscc1
+Gm9920
+Col14a1
+Mtbp
+Sntb1
+Slc22a22
+Gm16006
+Derl1
+Tbc1d31
+Gm29394
+Fbxo32
+Klhl38
+D15Ertd621e
+Fer1l6
+Tmem65
+Trmt12
+Tatdn1
+Mtss1
+Trib1
+Fam84b
+Pvt1
+Fam49b
+Asap1
+Tmem71
+Tg
+Wisp1
+Zfat
+Khdrbs3
+Trappc9
+Ptk2
+Dennd3
+Slc45a4
+Ptp4a3
+Arc
+Jrk
+4933427E11Rik
+Lynx1
+Ly6d
+Ly6k
+Ly6e
+Ly6i
+Ly6a
+Gm28068
+Ly6c1
+Ly6c2
+Gpihbp1
+Zfp41
+Rhpn1
+Naprt
+Tigd5
+Zfp707
+Mapk15
+K230010J24Rik
+Plec
+Smpd5
+Sharpin
+WDR97
+Hgh1
+Bop1
+Scx
+Dgat1
+Adck5
+Slc39a4
+Kifc2
+Mfsd3
+Recql4
+Arhgap39
+Zfp251
+Zfp7
+Rbfox2
+Apol9a
+Apol10b
+Apol9b
+Foxred2
+Gm17638
+Ncf4
+Csf2rb2
+Csf2rb
+Kctd17
+Il2rb
+C1qtnf6
+Cyth4
+Card10
+Cdc42ep1
+Lgals1
+Triobp
+Micall1
+1700088E04Rik
+Pick1
+Maff
+Tmem184b
+Csnk1e
+Kdelr3
+Fam227a
+Gm16576
+Dnal4
+Nptxr
+Cbx7
+Pdgfb
+Mgat3
+Grap2
+Fam83f
+Tnrc6b
+Sgsm3
+Mchr1
+Xpnpep3
+Gm17025
+Gm5218
+L3mbtl2
+Chadl
+Gm17597
+Gm8444
+Desi1
+Ccdc134
+Tnfrsf13c
+Cenpm
+Sept3
+Naga
+Fam109b
+Cyp2d22
+Cyp2d11
+Cyp2d9
+Cyp2d12
+Gm20324
+Nfam1
+A4galt
+Arfgap3
+1700001L05Rik
+Bik
+Ttll12
+Parvb
+1810041L15Rik
+Ldoc1l
+Prr5
+Arhgap8
+Phf21b
+Gm29666
+Nup50
+5031439G07Rik
+Upk3a
+Fbln1
+Wnt7b
+D130051D11Rik
+Ppara
+Gtse1
+Celsr1
+Gramd4
+Cerk
+Tbc1d22a
+Fam19a5
+Brd1
+Zbed4
+Alg12
+Creld2
+Ttll8
+Tubgcp6
+Hdac10
+Mapk12
+Mapk11
+Plxnb2
+Dennd6b
+Gm26798
+Ppp6r2
+Sbf1
+Adm2
+Odf3b
+C730034F03Rik
+C230037L18Rik
+Rabl2
+Alg10b
+Cpne8
+Kif21a
+Abcd2
+Prickle1
+Pus7l
+Irak4
+Tmem117
+A130051J06Rik
+Gm17546
+Slc38a4
+Amigo2
+Pced1b
+Endou
+Rapgef3
+Rapgef3os2
+Hdac7
+Pfkm
+Gm26513
+Ccdc184
+Zfp641
+9330020H09Rik
+4930415O20Rik
+Adcy6
+Cacnb3
+Rnd1
+Fkbp11
+Ddn
+B130046B21Rik
+4930578M01Rik
+Gm8973
+Spats2
+Prpf40b
+Fmnl3
+Nckap5l
+Bcdin3d
+Aqp6
+Gm16537
+Gm21917
+2310068J16Rik
+Mettl7a2
+Gm5475
+5330439K02Rik
+Csrnp2
+Pou6f1
+C330013E15Rik
+Smagp
+Bin2
+Galnt6
+Slc4a8
+Scn8a
+Fignl2
+Acvrl1
+A330009N23Rik
+Grasp
+Nr4a1
+Krt80
+5430421N21Rik
+Tns2
+Igfbp6
+Soat2
+Csad
+Itgb7
+Rarg
+Mfsd5
+Espl1
+Map3k12
+Npff
+Hoxc11
+Hoxc5
+Hoxc9
+Hoxc6
+Smug1
+Nfe2
+Gpr84
+Zfp385a
+Itga5
+Nckap1l
+Pde1b
+Mefv
+Zfp174
+Zfp597
+Gm26675
+Cluap1
+Gm15537
+Nlrc3
+Adcy9
+Srl
+Tfap4
+Coro7
+Nmral1
+Gm15859
+Gm16861
+4930451G09Rik
+Smim22
+Rogdi
+Ppl
+Nagpa
+AU021092
+Rbfox1
+Mettl22
+Tmem186
+Emp2
+Ciita
+Clec16a
+Socs1
+Tnp2
+Gm26822
+Rmi2
+Litaf
+Snn
+Txndc11
+2610020C07Rik
+Tnfrsf17
+Snx29
+Gm9961
+Mkl2
+Parn
+3110001I22Rik
+Ifitm7
+2900011O08Rik
+Nde1
+Abcc1
+Snai2
+Prkdc
+Spidr
+Pkp2
+Fgd4
+Spag6l
+Igll1
+Vpreb1
+Ppm1f
+1700056N10Rik
+Ypel1
+2610318N02Rik
+Sdf2l1
+Ydjc
+Gm15648
+Hic2
+Snap29
+Crkl
+Aifm3
+Slc7a4
+Smpd4
+Scarf2
+Car15
+Gm20518
+Rtn4r
+Dgcr8
+Arvcf
+Gnb1l
+Gp1bb
+Cdc45
+2010309G21Rik
+Lamp3
+B3gnt5
+Yeats2
+Cyp2ab1
+Dvl3
+Alg3
+Camk2n2
+Fam131a
+Clcn2
+Thpo
+Chrd
+Ephb3
+2510009E07Rik
+Ehhadh
+Map3k13
+Liph
+Igf2bp2
+Etv5
+Dgkg
+Dnajb11
+Fetub
+Kng1
+BC106179
+St6gal1
+Rtp4
+Bcl6
+A230028O05Rik
+Trp63
+Gm4524
+Cldn1
+Cldn16
+Tmem207
+Ccdc50
+Mb21d2
+Hrasls
+Atp13a4
+4632428C04Rik
+Gm26562
+Tmem44
+Lsg1
+Fam43a
+Xxylt1
+Acap2
+Gm15743
+Pigz
+Senp5
+Cep19
+Nrros
+Bex6
+Tctex1d2
+Tnk2
+Muc20
+Rubcn
+Lrch3
+Lmln
+Snx4
+1700007L15Rik
+Heg1
+Itgb5
+Kalrn
+Ccdc14
+Mylk
+1700119H24Rik
+Pdia5
+Dirc2
+Hspbap1
+Parp14
+Wdr5b
+Stfa2l1
+BC100530
+Cd86
+Ildr1
+Eaf2
+Iqcb1
+Fbxo40
+Polq
+Stxbp5l
+Gtf2e1
+Rabl3
+Fstl1
+RP23-198F11.3
+Nr1i2
+Popdc2
+Pla1a
+D930030I03Rik
+Cd80
+Poglut1
+Tmem39a
+Arhgap31
+B4galt4
+Upk1b
+Lsamp
+Gm9968
+Ccdc191
+Gramd1c
+Atp6v1a
+Sidt1
+Spice1
+Boc
+Nepro
+Cd200r1
+Cd200r4
+Cd200r3
+Ccdc80
+Slc35a5
+Btla
+Cd200
+Gcsam
+BC016579
+Plcxd2
+Cd96
+Gm4737
+Pvrl3
+Morc1
+Retnlg
+Dzip3
+C330027C09Rik
+Ift57
+Gm15518
+Dubr
+Alcam
+Nfkbiz
+Nxpe3
+Cep97
+Zbtb11
+Abi3bp
+Tbc1d23
+Cmss1
+Filip1l
+Dcbld2
+St3gal6
+Crybg3
+Pros1
+Zfp654
+Robo2
+Rbm11
+Samsn1
+Cxadr
+D16Ertd472e
+Ncam2
+Mir155hg
+App
+Cyyr1
+Adamts1
+Adamts5
+Rwdd2b
+Map3k7cl
+Bach1
+Cldn8
+Tiam1
+Hunk
+Gm17518
+Synj1
+Gm15965
+4932438H23Rik
+Ifnar2
+Il10rb
+Ifngr2
+Tmem50b
+Dnajc28
+Donson
+Itsn1
+4930563D23Rik
+Kcne1
+Rcan1
+Clic6
+Runx1
+Setd4
+Cbr3
+Dopey2
+Chaf1b
+Hlcs
+Ripply3
+Erg
+Ets2
+Wrb
+Lca5l
+Sh3bgr
+B3galt5
+Pcp4
+Bace2
+Mx1
+Gm9242
+Ripk4
+Prdm15
+C2cd2
+Zbtb21
+C030010L15Rik
+Tiam2
+Tfb1m
+Zdhhc14
+3300005D01Rik
+Snx9
+Synj2
+Serac1
+Tmem181a
+Dynlt1a
+Dynlt1b
+Sytl3
+Gm2885
+Rsph3b
+Rps6ka2
+Rsph3a
+Ccr6
+Prr18
+Pde10a
+Gm17087
+1700010I14Rik
+Qk
+Pacrg
+Park2
+Agpat4
+4732491K20Rik
+Slc22a3
+Igf2r
+Airn
+Mas1
+Pnldc1
+Acat3
+Tcte2
+Gm16049
+Dact2
+Smoc2
+Thbs2
+Gm3448
+Tcte3
+Gm28873
+Dll1
+Prdm9
+Rgmb
+BC002059
+Zfp960
+Zfp97
+Gm6712
+Lix1
+Spaca6
+Fpr1
+Fpr2
+Gm7535
+Gm5145
+Zfp54
+Zfp51
+Gm26753
+Zfp53
+9330136K24Rik
+Zfp52
+Zfp948
+3110052M02Rik
+Zfp760
+Zfp229
+Zfp820
+2210404O09Rik
+Zfp947
+Gm16386
+Zfp40
+Zfp213
+Zfp13
+Ccdc64b
+Cldn6
+Pkmyt1
+Paqr4
+Kremen2
+9530082P21Rik
+Flywch1
+D930048G16Rik
+Prss41
+Prss30
+Kctd5
+Gm43796
+Atp6v0c
+Tbc1d24
+1600002H07Rik
+Ccnf
+Abca17
+Dnase1l2
+Mlst8
+Rab26
+Nthl1
+Slc9a3r2
+Syngr3
+Noxo1
+Rpl3l
+Msrb1
+Hs3st6
+Eme2
+Hn1l
+Tmem204
+Unkl
+Baiap3
+Sox8
+Lmf1
+Chtf18
+Rpusd1
+Ccdc78
+Fbxl16
+Jmjd8
+Wdr90
+A930017K11Rik
+1700022N22Rik
+Nme4
+Arhgdig
+Rgs11
+Fam234a
+Neurl1b
+Dusp1
+Gm8225
+Ergic1
+Gm17382
+Kifc5b
+Phf1
+Itpr3
+Ip6k3
+Gm15420
+Pacsin1
+Uhrf1bp1
+Gm15597
+Tcp11
+Scube3
+Zfp523
+Tead3
+Gm20109
+E230001N04Rik
+Armc12
+Srpk1
+Mapk13
+Brpf3
+4930539E08Rik
+Gm16196
+Trp53cor1
+Cdkn1a
+Rab44
+Ppil1
+Pi16
+Fgd2
+Tbc1d22b
+Tbc1d22bos
+Gm28043
+Ccdc167
+Btbd9
+1700097N02Rik
+Dnah8
+Abcg1
+Gm15318
+Ubash3a
+Rsph1
+Slc37a1
+Sik1
+Hsf2bp
+Rrp1b
+Gm17276
+Notch3
+Gm26549
+Wiz
+Rasal3
+Pglyrp2
+Cyp4f17
+Cyp4f16
+Gm17115
+Zfp811
+Zfp870
+Zfp952
+Zfp563
+Zfp955a
+Zfp955b
+Myo1f
+Pram1
+Kank3
+Kifc1
+Platr17
+BC051226
+Zbtb22
+Gm19412
+Rgl2
+Slc39a7
+Col11a2
+H2-Oa
+H2-DMa
+H2-DMb2
+H2-DMb1
+H2-Ob
+H2-Ab1
+H2-Aa
+Gm20513
+H2-Eb1
+H2-Eb2
+BC051142
+Notch4
+Ager
+Egfl8
+Prrt1
+Atf6b
+C4b
+Cfb
+C2
+Slc44a4
+Hspa1b
+Hspa1a
+Gm10501
+Vars
+Vwa7
+Sapcd1
+Msh5
+Ddah2
+G6b
+Ly6g6d
+Ly6g5b
+Gm20522
+D17H6S53E
+Aif1
+Lst1
+Ltb
+Tnf
+Lta
+Atp6v1g2
+H2-Q1
+H2-Q2
+Gm11131
+H2-Q7
+H2-Q10
+Pou5f1
+Tcf19
+Cchcr1
+Sfta2
+Vars2
+Mdc1
+Dhx16
+Gm16279
+Atat1
+A930015D03Rik
+H2-T24
+H2-T23
+Gm6034
+Gm11127
+BC023719
+2410017I17Rik
+Gm8909
+Gm20478
+H2-T3
+Znrd1as
+Zfp57
+Gabbr1
+H2-M3
+9130008F23Rik
+Cenpq
+Cd2ap
+Tnfrsf21
+Adgrf5
+Pla2g7
+Tdrd6
+Slc25a27
+Rcan2
+Enpp4
+Clic5
+Runx2
+Runx2os1
+Supt3
+Spats1
+Aars2
+Tmem151b
+Slc29a1
+Gm7325
+Capn11
+Vegfa
+Polh
+Xpo5
+Lrrc73
+Abcc10
+Zfp318
+Slc22a7
+Ttbk1
+Cul9
+Ptk7
+Klc4
+Cul7
+Rrp36
+Gnmt
+Cnpy3
+Ptcra
+A330017A19Rik
+Guca1b
+Guca1a
+AI661453
+Ccnd3
+Bysl
+Gm20517
+Usp49
+Tomm6os
+Prickle4
+Frs3
+Mdfi
+9830107B12Rik
+A530064D06Rik
+Trem1
+Trem3
+Treml4
+Treml2
+B430306N03Rik
+Trem2
+Apobec2
+Unc5cl
+Mocs1
+Rftn1
+Gm7334
+Tbc1d5
+Satb1
+Gm19585
+Sgol1
+Sult1c2
+Pot1b
+Adgre4
+Zfp119a
+Zfp119b
+Ebi3
+Gm16712
+Ccdc94
+Shd
+Stap2
+Plin4
+Plin5
+Lrg1
+Sema6b
+Tnfaip8l1
+Plin3
+Uhrf1
+Kdm4b
+Ptprs
+Catsperd
+Nrtn
+Rfx2
+Gm11110
+Tnfsf9
+Tnfsf14
+C3
+Trip10
+Adgre1
+Nudt12
+Efna5
+Fbxl17
+Fer
+Rab31
+Ddx11
+Mtcl1
+Ptprm
+Lama1
+Arhgap28
+A930029G22Rik
+C030034I22Rik
+Gm20703
+Gm28727
+Gm16519
+Myom1
+Emilin2
+Gm4707
+Ndc80
+Clip4
+Ypel5
+Lclat1
+Ehd3
+Xdh
+Nlrc4
+Ttc27
+Ltbp1
+Rasgrp3
+Fez2
+Gm10093
+Heatr5b
+Gm26637
+Qpct
+Cdc42ep3
+Gemin6
+Dhx57
+Arhgef33
+Cdkl4
+Map4k3
+Thumpd2
+Slc8a1
+Gm6594
+Pkdcc
+C430042M11Rik
+Thada
+Dync2li1
+1110020A21Rik
+Prepl
+Camkmt
+Srbd1
+Prkce
+Epas1
+Socs5
+Mcfd2
+Msh6
+Ppp1r21
+Ston1
+Gm10184
+Mettl4
+Gm1976
+Gm26734
+Gm20939
+Kdm5d
+Gm29650
+Gm6225
+Bambi
+Map3k8
+9430020K01Rik
+Svil
+Zfp438
+Zeb1
+Gm28529
+Fzd8
+Colec12
+Gm17430
+Greb1l
+Abhd3
+Mib1
+Gata6
+Gm6277
+Tmem241
+Gm15956
+Ankrd29
+Ttc39c
+Zfp521
+Gm5160
+Psma8
+Taf4b
+Kctd1
+Aqp4
+Cdh2
+Dsc2
+Dsg2
+Ttr
+B4galt6
+Rnf125
+Mep1b
+Garem
+Klhl14
+4930426D05Rik
+Asxl3
+Dtna
+Gm15972
+Rprd1a
+Slc39a6
+Mocos
+Fhod3
+Celf4
+Sap130
+Gm26533
+Gpr17
+Proc
+A830052D11Rik
+Gypc
+Tslp
+Wdr36
+Camk4
+Nrep
+Epb41l4a
+Pkd2l2
+Nme5
+4933408B17Rik
+Kif20a
+Cdc23
+Cdc25c
+Gm3550
+Gm26538
+Egr1
+Ctnna1
+Sil1
+Gm5239
+Gm28285
+Mzb1
+Prob1
+Spata24
+Ecscr
+Gm29417
+Psd2
+Nrg2
+Hbegf
+Slc4a9
+Eif4ebp3
+Cd14
+Tmco6
+Dnd1
+Pcdhb17
+Pcdhb20
+Slc25a2
+3222401L13Rik
+Pcdhgb4
+Pcdhgb5
+Pcdhgb6
+Pcdhga12
+Pcdhga8.1
+Pcdhgc5
+Rell2
+Fchsd1
+Arap3
+Pcdh1
+1700086O06Rik
+Pcdh12
+Spry4
+Arhgap26
+2900055J20Rik
+Prelid2
+Ppp2r2b
+Stk32a
+Dpysl3
+Mcc
+Kcnn2
+Trim36
+Ccdc112
+Ticam2
+Cdo1
+Commd10
+Eno1b
+Srfbp1
+Lox
+Sncaip
+Snx2
+Snx24
+Csnk1g3
+Zfp608
+Gramd3
+March3
+Prrc1
+Slc12a2
+Gm4951
+Gm4841
+F830016B08Rik
+Iigp1
+Smim3
+Synpo
+Cd74
+Arsi
+Camk2a
+Pdgfrb
+Csf1r
+Pde6a
+Arhgef37
+Bvht
+Pcyox1l
+Ablim3
+Sh3tc2
+Adrb2
+Gm9949
+Spink10
+Wdr7
+Atp8b1
+Alpk2
+Malt1
+Sec11c
+Lman1
+Ccbe1
+Pmaip1
+Gnal
+Mppe1
+Tubb6
+Spire1
+Cep76
+Ptpn2
+Gm26910
+Cep192
+Ldlrad4
+Tcf4
+Ccdc68
+Rab27b
+4930503L19Rik
+Stard6
+Poli
+Elac1
+Me2
+Mapk4
+Gm9925
+Ska1
+Cfap53
+Lipg
+Dym
+Ctif
+Katnal2
+8030462N17Rik
+Pstpip2
+Epg5
+Slc14a1
+Setbp1
+Pard6g
+Rbfa
+Hsbp1l1
+Pqlc1
+Atp9b
+Sall3
+Gm27239
+Mbp
+Zfp516
+Socs6
+Rttn
+Cd226
+Ighmbp2
+Mtl5
+Lrp5
+1810055G02Rik
+Tcirg1
+Aldh3b1
+Unc93b1
+Aldh3b2
+Tbx10
+Gstp2
+BC021614
+Pitpnm1
+Coro1b
+Ptprcap
+Carns1
+Gm17552
+Tbc1d10c
+Ssh3
+Ankrd13d
+Syt12
+2010003K11Rik
+Lrfn4
+Sptbn2
+Gm21992
+Rbm4
+Rbm14
+Ctsf
+Zdhhc24
+Bbs1
+Peli3
+Slc29a2
+Rin1
+Cd248
+Tmem151a
+Cnih2
+Pacs1
+Cst6
+Sart1
+Ccdc85b
+Ctsw
+Efemp2
+Mus81
+Snx32
+1700020D05Rik
+Ovol1
+Ap5b1
+Kat5
+Kcnk7
+Ehbp1l1
+Fam89b
+Ltbp3
+Frmd8os
+Frmd8
+Slc25a45
+Tigd3
+Cdc42ep2
+Gm10814
+Syvn1
+Cdca5
+Batf2
+Cdc42bpg
+Men1
+Map4k2
+Pygm
+Rasgrp2
+Nrxn2
+Gm14964
+Gpr137
+Fkbp2
+Trpt1
+Gm17227
+AI846148
+1700105P06Rik
+2700081O15Rik
+Slc22a19
+Slc22a29
+Chrm1
+1700092M07Rik
+Zbtb3
+Gng3
+Ints5
+Rom1
+Eml3
+Mta2
+Tut1
+Ahnak
+Pcna-ps2
+Rab3il1
+Fads3
+Fads2
+Fads1
+Dagla
+Syt7
+Tmem216
+Cyb561a3
+Vps37c
+Cd5
+Cd6
+Slc15a3
+Tmem132a
+AW112010
+Ms4a8a
+Ms4a1
+Ms4a7
+Gm28935
+Ms4a4c
+Ms4a4b
+Gm37387
+Ms4a6c
+Gm8369
+Ms4a6b
+Ms4a6d
+Ms4a2
+Stx3
+Mpeg1
+Dtx4
+Gm4952
+Cep78
+Gnaq
+Gna14
+Vps13a
+Prune2
+Anxa1
+Aldh1a1
+Aldh1a7
+Gda
+1110059E24Rik
+Abhd17b
+Tmem2
+Trpm3
+C330002G04Rik
+Ptar1
+Gm9938
+Apba1
+Fam189a2
+Tjp2
+Pgm5
+Cbwd1
+2610016A17Rik
+Dmrt2
+Rfx3
+Glis3
+1700018L02Rik
+Insl6
+Cd274
+Pdcd1lg2
+A930007I19Rik
+Il33
+Mbl2
+A1cf
+Sgms1
+2700046G09Rik
+Rnls
+Lipo4
+Lipo1
+Lipo2
+Stambpl1
+Acta2
+Fas
+Ch25h
+Lipa
+Ifit2
+Ifit3
+Ifit1bl1
+Ifit3b
+Ifit1
+Kif20b
+Hectd2
+Ppp1r3c
+Fgfbp3
+A330032B11Rik
+Kif11
+Hhex
+Cyp26a1
+Myof
+Cep55
+Ffar4
+Plce1
+Cyp2c69
+Pdlim1
+Sorbs1
+Aldh18a1
+Tctn3
+Ccnj
+Zfp518a
+Blnk
+Dntt
+Gm340
+AI606181
+Arhgap19
+Frat2
+Rrp12
+Ubtd1
+Hoga1
+Avpi1
+Sfrp5
+Entpd7
+Cox15
+Cyp2c44
+Erlin1
+Bloc1s2
+Scd3
+Scd2
+Scd4
+Scd1
+Sec31b
+Pax2
+Fbxw4
+Gm15491
+Kcnip2
+9130011E15Rik
+Hps6
+Pprc1
+Psd
+Tmem180
+Sufu
+Cyp17a1
+As3mt
+Pcgf6
+Calhm2
+Neurl1a
+Sh3pxd2a
+Obfc1
+Gm19557
+Slk
+Cfap43
+Gsto1
+Gsto2
+Sorcs3
+Mirt1
+4833407H14Rik
+Dusp5
+Nutf2-ps1
+Rbm20
+Pdcd4
+Adra2a
+Gpam
+Tcf7l2
+Nrap
+Casp7
+Dclre1a
+Nhlrc2
+Adrb1
+Vwa2
+Afap1l2
+Ablim1
+B230217O12Rik
+Atrnl1
+Pnliprp1
+Hspa12a
+Shtn1
+Slc18a2
+Emx2os
+Emx2
+Nanos1
+Sfxn4
+Grk5
+Gm7102
+Csf2ra
+Tmlhe
+Csprs
+AC125149.3
+AC168977.1
+CAAA01147332.1
diff -r 000000000000 -r 22232092be53 test-data/mouse_scrna_exprs.tabular
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/mouse_scrna_exprs.tabular Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,101 @@
+ TGGTTCCGTCGGCTCA-2 CGAGCCAAGCGTCAAG-4 GAATGAAGTTTGGGCC-5 CTCGTACGTTGCCTCT-7 TTCTCAATCCACGCAG-5 CCTTCCCCATACCATG-4 ACTTTCACAGCTGGCT-7 TGGGAAGCAAAGTGCG-7 TCTATTGAGTAGGCCA-7 TCGGTAACATCACGTA-2 GGGTTGCCAGCTGTAT-2 TGCGGGTGTCATATCG-6 ACTTGTTTCATATCGG-5 CCAATCCCACGGCGTT-2 CTAAGACCACCAGGCT-7 TTAACTCAGTAGGCCA-6 GTACTCCGTAACGCGA-1 GCCTCTAGTTGTACAC-2 TTCGAAGTCCTGCAGG-3 TTCTACAAGTTGTAGA-7 CCGTTCAGTTGAACTC-7 GTGTTAGTCAGCTCGG-1 GGATTACGTGTGCGTC-6 TACGGTATCCGTTGTC-6 TTAGTTCGTATTAGCC-5 CCCAATCGTAGCGATG-3 ACACCAATCTGCGTAA-7 AATCCAGTCCAAACTG-7 CAGAATCAGCAATATG-1 GCACATAAGCCGGTAA-5 CCTTCCCAGGAGTTTA-5 CGGAGCTAGGACTGGT-5 TACGGATGTAAATGTG-4 GGCAATTCATTCACTT-2 CTCGGGAGTCTGCGGT-4 CATTCGCGTCCTCTTG-2 CGCGTTTAGATCGATA-1 GGGTTGCCACCAACCG-4 TGTGTTTCATCGATGT-2 AGAGTGGAGCTGTTCA-7 CTCACACGTCTCACCT-3 AGTTGGTTCCACGAAT-7 ATCTGCCAGACCACGA-6 TGTATTCCATTGAGCT-7 TGAAAGAGTAGCCTAT-7 AAATGCCAGAACTGTA-7 TTTGCGCTCTACCAGA-4 ACATACGGTTTCCACC-6 GCCTCTAGTTCCACAA-7 GGGAGATGTACTCTCC-6 GAACGGATCTTGTACT-7 TACCTTATCCTAGAAC-1 GCGCGATAGATGCCAG-2 GACAGAGCAAGTTGTC-7 TGACTAGGTATGAATG-3 CACACTCAGTCACGCC-6 ATTGGTGGTTAGGGTG-5 AGCAGCCCAGCGTAAG-2 CATTCGCAGCCTTGAT-6 GCGAGAACATAGACTC-2 AGTCTTTGTAATAGCA-7 TCGCGAGCAGACACTT-7 CGGAGTCCAGCAGTTT-2 GGTGTTACACACATGT-7 TTCTCAAGTAAGTGTA-2 TGCTGCTAGTCAATAG-2 GATGAGGTCTACCAGA-2 ACATACGGTTGTACAC-5 ACGAGGACAGCTATTG-7 CGATGTATCGGCGGTT-2 CTGCGGATCACAACGT-2 CGAACATAGTTGAGTA-5 TAGTTGGTCGCGATCG-6 GCAGCCACAATGTAAG-4 CTCACACCAATAACGA-7 CCTTTCTCATGAAGTA-2 AGTGTCAAGAGCAATT-7 AGCATACGTAAAGGAG-1 ACACCAATCTCGCTTG-5 GGGATGAGTATCAGTC-6 TGACAACAGAAGCCCA-2 CGAATGTTCACAATGC-1 GCACTCTTCCGCATAA-1 CACCAGGTCCCAAGAT-2 GTTACAGCACCGCTAG-6 TAGCCGGCAGTACACT-2 ACGATGTGTTAAAGAC-2 CCTTCCCAGTCTCGGC-7 TAGTGGTTCTCTGTCG-7 TAGCCGGAGGCTAGCA-5 TTGTAGGTCAGCACAT-1 GAATAAGCAGCTTCGG-7 TCGCGAGAGTCCGGTC-3 TCAACGAAGAGTAAGG-2 CAGGTGCCACGAAATA-5 TGTGTTTCACTATCTT-2 TGGCCAGAGTGAAGAG-6 ACCAGTAAGTAGCCGA-2 GCGGGTTAGAAGGTTT-1 CAGTCCTGTCATTAGC-2
+Rp1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Sox17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Mrpl15 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 1
+Lypla1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 2 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 2 0 1 1 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 2 0 0 0 6 2 0 2 0 0 2 0 2 0 1 1 0 0 0 0 0
+Gm37988 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Tcea1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0
+Atp6v1h 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 2 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 3
+Rb1cc1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+4732440D04Rik 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0
+Pcmtd1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 1 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0
+Gm26901 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Rrs1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Adhfe1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 2 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1
+Mybl1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Vcpip1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+1700034P13Rik 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Sgk3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Mcmdc2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Snhg6 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 2 1 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 4 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1
+Tcf24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Ppp1r42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Cops5 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0
+Cspp1 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2
+Arfgef1 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 1 1 0 1 0 0 1 0 0 0 0 0
+Prex2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Sulf1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Ncoa2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
+Tram1 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 1 0 0 1 0 0 1 0 0 0 0 0 1 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 1 0 3 0 0 0 0 0
+Lactb2 0 0 0 1 0 0 0 0 1 0 0 2 0 0 0 0 2 0 6 1 0 2 1 0 2 0 0 0 3 0 1 0 1 0 0 0 0 0 0 0 3 3 0 3 2 0 1 1 1 0 0 0 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 4 0 0 0 4 0 1 1 0 0 0 0 2 0 0 0 3 3 0 0 1 0 0 0 4 0 0 3 0 0 1 0 2
+Xkr9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Eya1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Terf1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Sbspon 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+4930444P10Rik 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Rpl7 0 1 2 2 1 2 0 0 0 0 2 0 6 2 2 0 1 0 18 1 2 0 0 1 4 2 2 1 0 2 6 3 1 2 7 4 1 0 0 2 2 3 0 0 6 1 1 0 0 3 0 1 2 7 2 0 2 6 1 3 1 4 3 4 3 0 0 10 0 0 2 4 2 0 1 1 0 2 2 12 7 0 0 10 4 2 7 3 1 4 1 5 4 2 9 2 2 0 0 2
+Rdh10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
+Stau2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
+Ube2w 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0
+Tceb1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 1 0 1 0 0 1 0 1 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 2 0 1 0 0 0 0 0 0 1 2 0 0 0 0 3 0 0 2 0 0 1 1 0 1 0 0 1 0 0 0 2
+D030040B21Rik 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Tmem70 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 1 0 1 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0
+Ly96 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Jph1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Crispld1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Tfap2b 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1
+Pkhd1 0 0 1 2 1 0 4 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Il17f 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Mcm3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Paqr8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Efhc1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Tram2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Tmem14a 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Gsta3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0
+Khdc1a 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Kcnq5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Gm29107 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Ogfrl1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+B3gat2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Smap1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 1 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0
+Sdhaf4 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 0 1 0 0 0 0 1 3 1 0 0 1 1 0 0 0 0 1 0 1 0 0 1 0 0 0 0 2
+Fam135a 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Col19a1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Lmbrd1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0
+Gm5524 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Phf3 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
+Ptp4a1 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
+Khdrbs2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Prim2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Rab23 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Bag2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Zfp451 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
+Bend6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Dst 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 0 0 2 0 0 1 0 1 0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0
+Gm37233 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Ccdc115 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Imp4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0
+Ptpn18 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 3 0 0 0 0 0 0 0
+Arhgef4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
+Gm38336 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Fam168b 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
+Plekhb2 0 0 0 2 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 2 0 0 1 1 0 3 0 1 0 0 2 0 0 2 0 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 1 0 2 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1 1 0
+Hs6st1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 2 0 0
+Uggt1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
+Neurl3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Arid5a 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+4930403P22Rik 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Kansl3 0 0 0 0 1 0 1 0 1 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 1 0 1 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0
+Lman2l 0 0 0 2 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
+Cnnm4 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Cnnm3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Ankrd23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Ankrd39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
+Sema4c 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Fam178b 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Cox5b 1 4 1 1 10 0 1 1 0 2 2 0 0 2 0 1 7 3 17 0 8 5 1 0 4 1 4 5 2 12 2 21 3 5 5 6 2 2 3 3 1 2 0 4 6 2 0 1 0 5 2 7 5 2 4 0 5 1 0 0 1 4 4 1 4 1 0 5 10 1 6 4 0 1 0 5 2 1 10 4 4 0 2 11 2 0 2 1 7 11 9 4 1 14 2 3 1 5 0 12
+Actr1b 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 1 2 0 0 0 0 1 0 0 2 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0
+Zap70 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Tmem131 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
+Inpp4a 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
+Coa5 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
diff -r 000000000000 -r 22232092be53 test-data/mouse_scrna_pheno.tabular
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/mouse_scrna_pheno.tabular Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,101 @@
+ sampleID SubjectName cellTypeID cellType
+TGGTTCCGTCGGCTCA-2 2 Mouse2 3 PT
+CGAGCCAAGCGTCAAG-4 4 Mouse4 5 DCT
+GAATGAAGTTTGGGCC-5 5 Mouse5 3 PT
+CTCGTACGTTGCCTCT-7 7 Mouse7 3 PT
+TTCTCAATCCACGCAG-5 5 Mouse5 4 LOH
+CCTTCCCCATACCATG-4 4 Mouse4 14 T lymph
+ACTTTCACAGCTGGCT-7 7 Mouse7 3 PT
+TGGGAAGCAAAGTGCG-7 7 Mouse7 3 PT
+TCTATTGAGTAGGCCA-7 7 Mouse7 3 PT
+TCGGTAACATCACGTA-2 2 Mouse2 3 PT
+GGGTTGCCAGCTGTAT-2 2 Mouse2 2 Podo
+TGCGGGTGTCATATCG-6 6 Mouse6 3 PT
+ACTTGTTTCATATCGG-5 5 Mouse5 14 T lymph
+CCAATCCCACGGCGTT-2 2 Mouse2 5 DCT
+CTAAGACCACCAGGCT-7 7 Mouse7 3 PT
+TTAACTCAGTAGGCCA-6 6 Mouse6 3 PT
+GTACTCCGTAACGCGA-1 1 Mouse1 3 PT
+GCCTCTAGTTGTACAC-2 2 Mouse2 3 PT
+TTCGAAGTCCTGCAGG-3 3 Mouse3 3 PT
+TTCTACAAGTTGTAGA-7 7 Mouse7 3 PT
+CCGTTCAGTTGAACTC-7 7 Mouse7 7 CD-IC
+GTGTTAGTCAGCTCGG-1 1 Mouse1 4 LOH
+GGATTACGTGTGCGTC-6 6 Mouse6 3 PT
+TACGGTATCCGTTGTC-6 6 Mouse6 3 PT
+TTAGTTCGTATTAGCC-5 5 Mouse5 3 PT
+CCCAATCGTAGCGATG-3 3 Mouse3 3 PT
+ACACCAATCTGCGTAA-7 7 Mouse7 5 DCT
+AATCCAGTCCAAACTG-7 7 Mouse7 5 DCT
+CAGAATCAGCAATATG-1 1 Mouse1 3 PT
+GCACATAAGCCGGTAA-5 5 Mouse5 5 DCT
+CCTTCCCAGGAGTTTA-5 5 Mouse5 3 PT
+CGGAGCTAGGACTGGT-5 5 Mouse5 4 LOH
+TACGGATGTAAATGTG-4 4 Mouse4 3 PT
+GGCAATTCATTCACTT-2 2 Mouse2 3 PT
+CTCGGGAGTCTGCGGT-4 4 Mouse4 6 CD-PC
+CATTCGCGTCCTCTTG-2 2 Mouse2 8 CD-Trans
+CGCGTTTAGATCGATA-1 1 Mouse1 6 CD-PC
+GGGTTGCCACCAACCG-4 4 Mouse4 7 CD-IC
+TGTGTTTCATCGATGT-2 2 Mouse2 3 PT
+AGAGTGGAGCTGTTCA-7 7 Mouse7 3 PT
+CTCACACGTCTCACCT-3 3 Mouse3 3 PT
+AGTTGGTTCCACGAAT-7 7 Mouse7 3 PT
+ATCTGCCAGACCACGA-6 6 Mouse6 3 PT
+TGTATTCCATTGAGCT-7 7 Mouse7 3 PT
+TGAAAGAGTAGCCTAT-7 7 Mouse7 3 PT
+AAATGCCAGAACTGTA-7 7 Mouse7 5 DCT
+TTTGCGCTCTACCAGA-4 4 Mouse4 3 PT
+ACATACGGTTTCCACC-6 6 Mouse6 3 PT
+GCCTCTAGTTCCACAA-7 7 Mouse7 3 PT
+GGGAGATGTACTCTCC-6 6 Mouse6 1 Endo
+GAACGGATCTTGTACT-7 7 Mouse7 3 PT
+TACCTTATCCTAGAAC-1 1 Mouse1 3 PT
+GCGCGATAGATGCCAG-2 2 Mouse2 3 PT
+GACAGAGCAAGTTGTC-7 7 Mouse7 3 PT
+TGACTAGGTATGAATG-3 3 Mouse3 4 LOH
+CACACTCAGTCACGCC-6 6 Mouse6 3 PT
+ATTGGTGGTTAGGGTG-5 5 Mouse5 3 PT
+AGCAGCCCAGCGTAAG-2 2 Mouse2 1 Endo
+CATTCGCAGCCTTGAT-6 6 Mouse6 3 PT
+GCGAGAACATAGACTC-2 2 Mouse2 14 T lymph
+AGTCTTTGTAATAGCA-7 7 Mouse7 3 PT
+TCGCGAGCAGACACTT-7 7 Mouse7 3 PT
+CGGAGTCCAGCAGTTT-2 2 Mouse2 3 PT
+GGTGTTACACACATGT-7 7 Mouse7 3 PT
+TTCTCAAGTAAGTGTA-2 2 Mouse2 1 Endo
+TGCTGCTAGTCAATAG-2 2 Mouse2 3 PT
+GATGAGGTCTACCAGA-2 2 Mouse2 3 PT
+ACATACGGTTGTACAC-5 5 Mouse5 3 PT
+ACGAGGACAGCTATTG-7 7 Mouse7 4 LOH
+CGATGTATCGGCGGTT-2 2 Mouse2 3 PT
+CTGCGGATCACAACGT-2 2 Mouse2 13 B lymph
+CGAACATAGTTGAGTA-5 5 Mouse5 3 PT
+TAGTTGGTCGCGATCG-6 6 Mouse6 5 DCT
+GCAGCCACAATGTAAG-4 4 Mouse4 1 Endo
+CTCACACCAATAACGA-7 7 Mouse7 3 PT
+CCTTTCTCATGAAGTA-2 2 Mouse2 7 CD-IC
+AGTGTCAAGAGCAATT-7 7 Mouse7 3 PT
+AGCATACGTAAAGGAG-1 1 Mouse1 6 CD-PC
+ACACCAATCTCGCTTG-5 5 Mouse5 3 PT
+GGGATGAGTATCAGTC-6 6 Mouse6 3 PT
+TGACAACAGAAGCCCA-2 2 Mouse2 3 PT
+CGAATGTTCACAATGC-1 1 Mouse1 1 Endo
+GCACTCTTCCGCATAA-1 1 Mouse1 3 PT
+CACCAGGTCCCAAGAT-2 2 Mouse2 3 PT
+GTTACAGCACCGCTAG-6 6 Mouse6 3 PT
+TAGCCGGCAGTACACT-2 2 Mouse2 11 Macro
+ACGATGTGTTAAAGAC-2 2 Mouse2 9 Novel1
+CCTTCCCAGTCTCGGC-7 7 Mouse7 3 PT
+TAGTGGTTCTCTGTCG-7 7 Mouse7 7 CD-IC
+TAGCCGGAGGCTAGCA-5 5 Mouse5 7 CD-IC
+TTGTAGGTCAGCACAT-1 1 Mouse1 4 LOH
+GAATAAGCAGCTTCGG-7 7 Mouse7 3 PT
+TCGCGAGAGTCCGGTC-3 3 Mouse3 14 T lymph
+TCAACGAAGAGTAAGG-2 2 Mouse2 5 DCT
+CAGGTGCCACGAAATA-5 5 Mouse5 3 PT
+TGTGTTTCACTATCTT-2 2 Mouse2 3 PT
+TGGCCAGAGTGAAGAG-6 6 Mouse6 3 PT
+ACCAGTAAGTAGCCGA-2 2 Mouse2 6 CD-PC
+GCGGGTTAGAAGGTTT-1 1 Mouse1 3 PT
+CAGTCCTGTCATTAGC-2 2 Mouse2 7 CD-IC
diff -r 000000000000 -r 22232092be53 test-data/out_filt1.pdf
Binary file test-data/out_filt1.pdf has changed
diff -r 000000000000 -r 22232092be53 test-data/out_heat2.pdf
Binary file test-data/out_heat2.pdf has changed
diff -r 000000000000 -r 22232092be53 test-data/pheno.tsv
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/pheno.tsv Mon May 02 09:59:18 2022 +0000
@@ -0,0 +1,3 @@
+ gender type score
+Sample1 1 3 5
+Sample2 2 4 9