Through the random survival forest analysis of these 1153 differential genes, we finally screened five key genes, which were the radiosensitivity up-regulated genes of rectal cancer: TOP2A, MATR3, APOL6, JOSD1 and the radiosensitivity down regulated gene of rectal cancer: HOXC6. Here, HOXC6 is linked to rectal cancer.