The Ensembl IDs of RNA-FPKM data were transformed into gene symbols based on the Ensembl database ( The probe IDs of GSE65904 expression profiles were converted into gene symbols through the illuminaHumanv4.db R package. Ensembl IDs or probe IDs were retained on basis of the mean overall expression of each gene. Next, only IRGs measured by all platforms with relatively high variation (determined by MAD > 0.5, MAD: median absolute deviation) were selected for further analysis.

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