12864_2016_3065_MOESM3_ESM.pdf (6.26 MB)
Additional file 3: of Removal of unwanted variation reveals novel patterns of gene expression linked to sleep homeostasis in murine cortex
journal contribution
posted on 2016-10-25, 05:00 authored by Jason Gerstner, John Koberstein, Adam Watson, Nikolai Zapero, Davide Risso, Terence Speed, Marcos Frank, Lucia PeixotoImpact of RUV on differential expression. A) Top left. Distribution of unadjusted limma p-values for tests of differential expression between SD and CC samples following RMA and RUV normalization. RUV increases discovery of differentially expressed genes (genes that have a low p-value). Bottom. Volcano plot of differential expression (竏値og10 p-value vs log fold change) of Quantile and RUV normalized samples. Genes with and FDR <0.01 are highlighted in blue. Positive controls are circled in red. B) Top right. Distribution of unadjusted limma p-values for tests of differential expression between RS2 and CC samples following RMA and RUV normalization. RUV increases discovery of differentially expressed genes (genes that have a low p-value). Bottom. Volcano plot of differential expression (竏値og10 p-value vs log fold change) of Quantile and RUV normalized samples. Genes with and FDR <0.01 are highlighted in blue. Positive controls are circled in red. C) Bottom left. Distribution of unadjusted limma p-values for tests of differential expression between RS3 and CC samples following RMA and RUV normalization. RUV increases discovery of differentially expressed genes (genes that have a low p-value). Bottom. Volcano plot of differential expression (竏値og10 p-value vs log fold change) of Quantile and RUV normalized samples. Genes with and FDR <0.01 are highlighted in blue. Positive controls are circled in red. D) Bottom right. Distribution of unadjusted limma p-values for tests of differential expression between RS6 and CC samples following RMA and RUV normalization. RUV increases discovery of differentially expressed genes (genes that have a low p-value). Bottom. Volcano plot of differential expression (竏値og10 p-value vs log fold change) of Quantile and RUV normalized samples. Genes with and FDR <0.01 are highlighted in blue. Positive controls are circled in red. (PDF 6414 kb)