Extensive increase of microarray signals in cancers calls for novel normalization assumptions

► Gene expressions tend to be extensively up-regulated in most cancers. ► Traditional normalizations regardless of the biological groups might be misleading. ► Results show these normalizations produce many down-regulated DE genes. ► Missing many truly up-regulated DE genes in cancers.