Id futime fustat age gender grade stage T M N Table 1 Clinicopathological characteristics of SKCM patients TCGA-DA-A95Z 396 0 87 MALE unknow Stage IV TX M1a N0 Characteristics TCGA cohort (N = 472) TCGA-FS-A1ZF 470 1 78 FEMALE unknow Stage IIC T4b M0 N0 N (%) TCGA-D3-A2J8 1992 1 48 MALE unknow Stage IB T2a M0 N0 Age TCGA-ER-A2NC 1333 1 50 MALE unknow Stage IB T2a M0 N0 ¡Ü60 years 258 (54.7) TCGA-RP-A693 10 0 77 MALE unknow Stage IV TX M1c NX > 60 years 214 (45.3) TCGA-EB-A82C 17 0 70 FEMALE unknow Stage IIC T4b M0 N0 Gender TCGA-W3-AA1R 3379 1 71 MALE unknow Stage II T3 M0 N0 Male 297 (61.9) TCGA-EE-A2GU 2884 0 65 FEMALE unknow Stage IA T1a M0 N0 Female 183 (38.1) TCGA-BF-A1PZ 853 0 71 FEMALE unknow Stage IIB T4a M0 N0 stage TCGA-FS-A1ZQ 4062 1 31 MALE unknow I/II NOS TX M0 N0 I-II 231(49.1) TCGA-EE-A20I 412 1 79 MALE unknow Stage IV TX M1c N0 III 171(36.3) TCGA-FR-A44A 5299 0 29 FEMALE unknow Stage II T3a M0 N0 IV 23 (4.8) TCGA-D3-A3C6 1766 1 54 FEMALE unknow Stage IB T2a M0 N0 unknown 52 (10.9) TCGA-EE-A3AE 1658 0 52 FEMALE unknow Stage IA T1a M0 N0 T TCGA-GN-A262 3847 0 47 FEMALE unknow unknow unknow unknow unknow T1-2 121 (32.7) TCGA-ER-A2NE 613 1 39 MALE unknow Stage 0 Tis M0 N0 T3-4 249 (67.3) TCGA-D3-A51R 1941 0 60 MALE unknow Stage IIA T3a M0 N0 N TCGA-EB-A97M 414 0 66 MALE unknow Stage IIC T4b M0 N0 N0 236 (65.0) TCGA-WE-A8ZQ 1818 0 48 MALE unknow Stage IIA T3a M0 N0 N1 75 (20.7) TCGA-ER-A42K 394 1 40 FEMALE unknow Stage IIIC T4b M0 N3 N2 52 (14.3) TCGA-EE-A2MT 2166 0 45 MALE unknow Stage IB T2a M0 N0 N3 55 £¨11.7£© TCGA-DA-A960 804 0 73 MALE unknow Stage IIB T3b M0 N0 M TCGA-XV-AAZY 405 0 76 FEMALE unknow Stage IIIC T4 M0 N3 M0 424 (94.4) TCGA-EE-A2M6 3932 0 61 MALE unknow Stage I T1 M0 N0 M1 25 (5.6) TCGA-GN-A264 3587 1 60 MALE unknow unknow unknow unknow unknow TCGA-ER-A19O 1 56 MALE unknow Stage IIIB T3b M0 N1b TCGA-D9-A6E9 301 0 75 FEMALE unknow Stage IIIA T3a M0 N1 TCGA-EE-A2MN 1446 1 58 MALE unknow Stage I T2 M0 N0 TCGA-DA-A1I4 1093 1 51 MALE unknow Stage IIIC T3b M0 N2b TCGA-EE-A3AB 3733 0 30 MALE unknow Stage III T0 M0 N2a TCGA-DA-A3F8 492 0 39 MALE unknow Stage IIIB T2a M0 N2b TCGA-BF-AAP6 325 0 55 MALE unknow Stage III T4b M0 N2 TCGA-FS-A1ZD 1628 1 63 MALE unknow Stage IIA T2b M0 N0 TCGA-D9-A4Z3 505 0 73 FEMALE unknow Stage IIIC T4b M0 N1b TCGA-D3-A8GB 938 1 48 MALE unknow Stage IIIB T3a M0 N1b TCGA-DA-A95V 1455 0 83 FEMALE unknow Stage IIC T4b unknow N0 TCGA-EE-A2A5 1195 1 43 MALE unknow Stage IB T2a M0 N0 TCGA-D9-A3Z4 519 1 54 MALE unknow Stage IIIC T4b M0 N3 TCGA-FR-A8YE 3176 0 41 MALE unknow Stage IA T1a M0 N0 TCGA-EE-A2GC 2051 0 82 MALE unknow Stage IIB T3b M0 N0 TCGA-EE-A29G 2192 1 53 MALE unknow Stage IIIA T4a M0 N2a TCGA-EE-A29S 1864 1 79 MALE unknow Stage IIA T3a M0 N0 TCGA-D3-A3MO 284 1 47 MALE unknow Stage III TX M0 N2c TCGA-WE-A8ZO 2057 0 73 FEMALE unknow Stage IIIB T3a M0 N1b TCGA-BF-A9VF 440 0 77 MALE unknow Stage IIC T4b M0 N0 TCGA-YD-A89C 210 0 43 FEMALE unknow Stage IA T1a M0 NX TCGA-EE-A2GT 1365 0 77 MALE unknow Stage IIA T3a M0 N0 TCGA-HR-A5NC 0 0 90 FEMALE unknow unknow T4 M0 NX TCGA-ER-A19G 9188 0 48 FEMALE unknow unknow unknow M0 N0 TCGA-D3-A3CB 5065 0 39 MALE unknow I/II NOS T2 M0 N0 TCGA-EB-A44P 376 0 58 FEMALE unknow Stage IIC T4b M0 N0 TCGA-EB-A6R0 467 0 58 FEMALE unknow Stage IIC T4b M0 N0 TCGA-D3-A8GD 718 0 63 FEMALE unknow Stage IIIC T4b M0 N3 TCGA-ER-A197 424 1 83 FEMALE unknow Stage IIIB T4b M0 N1a TCGA-EE-A29X 545 1 58 FEMALE unknow Stage IB T2a M0 N0 TCGA-YD-A9TA 1496 0 75 MALE unknow unknow unknow unknow unknow TCGA-EE-A2GE 4898 0 44 MALE unknow Stage I T2 M0 N0 TCGA-EB-A57M 399 0 56 MALE unknow Stage IIIB T4b M0 N1 TCGA-EB-A85J 360 0 66 FEMALE unknow Stage IIB T4a M0 N0 TCGA-D3-A2JB 5110 1 70 FEMALE unknow Stage 0 Tis M0 N0 TCGA-D3-A1QB 2912 0 75 FEMALE unknow Stage III T0 M0 N2c TCGA-D3-A2JE 841 1 75 FEMALE unknow Stage IIIC TX M0 N3 TCGA-DA-A3F5 6446 0 45 MALE unknow Stage I T1a M0 N0 TCGA-EE-A2M5 659 1 49 MALE unknow Stage I T2 M0 N0 TCGA-D3-A2JA 3514 0 68 MALE unknow Stage IIIA T2a M0 N1a TCGA-ER-A19H 4634 1 40 MALE unknow unknow unknow M0 N0 TCGA-EE-A3JA 1618 1 44 MALE unknow Stage IB T2a M0 N0 TCGA-FS-A4F8 5318 1 52 MALE unknow Stage I T1 M0 N0 TCGA-WE-A8ZR 274 1 49 MALE unknow Stage IIIC T4b M0 N1b TCGA-EE-A3JD 832 1 70 MALE unknow Stage III TX M0 N2b TCGA-Z2-AA3S 2950 0 58 MALE unknow Stage IA T1a M0 N0 TCGA-ER-A198 1544 1 45 MALE unknow unknow unknow M0 NX TCGA-ER-A42L 4533 0 49 MALE unknow Stage II T3 M0 N0 TCGA-FR-A7U8 847 0 50 MALE unknow Stage IIIC TX M0 N3 TCGA-EB-A41B 291 0 76 FEMALE unknow Stage IIC T4b M0 N0 TCGA-EB-A44O 81 0 69 MALE unknow Stage IIB T4a M0 N0 TCGA-GN-A267 1960 1 38 MALE unknow Stage IIIA T4a M0 N1a TCGA-EE-A2MI 6225 1 43 MALE unknow Stage IIB T4 M0 N0 TCGA-ER-A19N 1341 1 47 MALE unknow unknow unknow unknow unknow TCGA-EB-A3XC 650 0 74 MALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2M7 877 1 66 MALE unknow Stage II T3a M0 N0 TCGA-EB-A42Z 441 0 49 MALE unknow Stage IIIC T4b M0 N1b TCGA-D3-A8GI 1780 1 68 MALE unknow Stage IA T1a M0 N0 TCGA-FR-A728 583 0 54 FEMALE unknow Stage IIIB T4b M0 N2a TCGA-D3-A8GQ 884 1 66 MALE unknow Stage II T3 M0 N0 TCGA-DA-A1I5 3280 0 27 FEMALE unknow Stage IV T1a M1c N0 TCGA-EE-A2GK 1665 0 46 FEMALE unknow Stage I T1 M0 N0 TCGA-BF-A5EO 703 0 65 MALE unknow Stage IIC T4b M0 N0 TCGA-ER-A3EV 1429 1 55 MALE unknow Stage III T4 M0 N0 TCGA-EB-A4OY 593 0 65 FEMALE unknow Stage IIIB T4b M0 N1a TCGA-D3-A3CF 746 1 61 FEMALE unknow Stage IIIC T4b M0 N3 TCGA-XV-AB01 403 0 54 FEMALE unknow Stage II T3 M0 NX TCGA-EE-A29E 1940 0 54 MALE unknow Stage IIIB T3a M0 N1b TCGA-DA-A1IC 2071 1 81 MALE unknow Stage IIIB T3a M0 N2c TCGA-EE-A180 2889 1 69 MALE unknow Stage III T4a M0 N0 TCGA-D3-A5GS 553 0 58 MALE unknow Stage IV T1b M1c N1b TCGA-EE-A3AC 1570 0 47 MALE unknow Stage III T0 M0 N2b TCGA-FS-A1ZZ 822 1 54 FEMALE unknow Stage IIB T3b M0 N0 TCGA-WE-A8K1 1492 0 74 MALE unknow Stage IIIC T3b M0 N3 TCGA-FR-A8YC 1059 1 78 MALE unknow Stage IIB T3b M0 N0 TCGA-FS-A1Z7 237 1 19 MALE unknow Stage IIIC T4b M0 N1b TCGA-FS-A1ZK 728 1 68 MALE unknow Stage II T4 M0 N0 TCGA-D3-A3CC 2644 0 69 FEMALE unknow Stage IIC T4b M0 N0 TCGA-WE-A8JZ 731 0 70 MALE unknow Stage IIIB T4b M0 N1a TCGA-ER-A19M 1857 1 36 MALE unknow Stage IB T2a M0 N0 TCGA-FS-A1ZN 730 1 43 MALE unknow Stage IIIA T4b M0 N1a TCGA-D3-A8GL 2711 1 43 MALE unknow Stage IIIB T2a M0 N1b TCGA-EB-A5UN 1582 0 49 MALE unknow Stage IIC T4b M0 NX TCGA-EE-A17X 907 1 54 MALE unknow Stage IA T1a M0 N0 TCGA-EE-A2GD 10346 1 58 FEMALE unknow Stage IIB T4 M0 N0 TCGA-EB-A3XE 180 0 77 FEMALE unknow Stage IIA T3a M0 N0 TCGA-FR-A726 0 0 90 MALE unknow Stage IIC T4b M0 N0 TCGA-D9-A4Z2 190 1 50 MALE unknow Stage IIIC T4b M0 N3 TCGA-FS-A4FC 1655 1 75 FEMALE unknow Stage IIA T3a M0 N0 TCGA-XV-AAZW 393 1 62 FEMALE unknow Stage II T4 M0 N0 TCGA-EB-A1NK 613 0 48 MALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2GJ 2270 0 83 MALE unknow Stage IA T1a M0 N0 TCGA-EE-A20B 4070 0 66 FEMALE unknow Stage II T3 M0 N0 TCGA-EE-A2MK 4825 0 18 FEMALE unknow Stage III T4a M0 N0 TCGA-GF-A3OT 301 0 58 FEMALE unknow Stage IIIC T3 M0 N3 TCGA-FS-A1ZG 295 1 60 FEMALE unknow Stage IIIC T4b M0 N2b TCGA-EE-A182 447 1 84 FEMALE unknow Stage IIIC T4b M0 N1b TCGA-FS-A1Z3 636 1 72 FEMALE unknow Stage IV TX M1 N0 TCGA-ER-A19W 4507 1 48 FEMALE unknow unknow unknow unknow unknow TCGA-ER-A19P 4930 1 47 FEMALE unknow unknow unknow M0 N0 TCGA-ER-A19C 1487 1 77 MALE unknow Stage I T2a M0 NX TCGA-BF-A5ES 490 0 76 FEMALE unknow Stage IIC T4b M0 N0 TCGA-D9-A1X3 551 0 63 MALE unknow unknow T4b unknow N2b TCGA-D3-A1Q7 4053 0 42 FEMALE unknow Stage IB T1b M0 N0 TCGA-EB-A4P0 326 1 82 MALE unknow Stage IIC T4b M0 N0 TCGA-D3-A3MV 1378 0 38 FEMALE unknow Stage IIIB T2b M0 N2a TCGA-EE-A2GM 2296 0 70 FEMALE unknow Stage IIC T4b M0 N0 TCGA-FR-A7U9 571 0 63 FEMALE unknow Stage IIIC T3b M0 N3 TCGA-FS-A1ZB 1486 1 57 MALE unknow Stage II T3a M0 N0 TCGA-QB-A6FS 220 0 49 MALE unknow Stage IIIC T0 M0 N3 TCGA-WE-A8ZY 1506 1 62 MALE unknow Stage IIA T3a M0 NX TCGA-EE-A2MF 8174 1 39 FEMALE unknow Stage I T2 M0 N0 TCGA-EB-A4XL 777 0 56 FEMALE unknow Stage IIC T4b M0 NX TCGA-EE-A185 151 1 55 FEMALE unknow Stage IIIC T4b M0 N3 TCGA-GN-A4U3 3708 0 30 MALE unknow Stage III T3a M0 N1a TCGA-EB-A3XB 408 0 63 MALE unknow Stage II T4 M0 NX TCGA-EE-A2A0 1424 1 77 FEMALE unknow Stage IIA T3a M0 N0 TCGA-DA-A3F3 319 1 52 MALE unknow Stage IIIB T0 M0 N2b TCGA-EE-A3AF 420 1 48 FEMALE unknow Stage IIIC T0 M0 N3 TCGA-D3-A3BZ 3976 0 63 MALE unknow Stage IIB T4a M0 N0 TCGA-ER-A3ET 2829 1 64 FEMALE unknow Stage IIIA T3a M0 N1a TCGA-RP-A694 21 0 71 MALE unknow Stage IV TX M1c NX TCGA-EE-A29C 2402 1 20 MALE unknow Stage IB T2a M0 N0 TCGA-EE-A2MH 516 1 66 MALE unknow Stage III T4a M0 N0 TCGA-EB-A5UM 414 0 48 FEMALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2MC 1871 1 73 MALE unknow Stage I T2 M0 N0 TCGA-BF-A1PV 14 0 74 FEMALE unknow Stage IIC T4b M0 N0 TCGA-GF-A6C8 62 0 62 FEMALE unknow Stage IIB T3b M0 NX TCGA-XV-A9VZ 0 0 90 FEMALE unknow Stage II T4 M0 N0 TCGA-GN-A4U7 317 1 56 FEMALE unknow Stage IIIC T2b M0 N3 TCGA-DA-A95W 398 0 52 MALE unknow Stage IIIB TX M0 N1b TCGA-D3-A3C3 0 unknow FEMALE unknow I/II NOS TX M0 N0 TCGA-D3-A51K 1002 0 51 MALE unknow Stage IIIB Tis M0 N2b TCGA-D3-A2JD 361 1 58 MALE unknow Stage IIIC T4b M0 N1b TCGA-EB-A5VU 321 1 56 MALE unknow Stage IIIB T4b M0 N1 TCGA-WE-A8ZN 1794 0 57 MALE unknow Stage IIB T4a M0 NX TCGA-FS-A1ZH 996 1 71 FEMALE unknow Stage IV T3b M1c N2c TCGA-D3-A51F 1695 0 51 MALE unknow Stage IIIC T4b M0 N1b TCGA-BF-AAP2 405 0 62 MALE unknow Stage IIB T3b M0 N0 TCGA-ER-A19L 4000 1 35 MALE unknow unknow unknow unknow unknow TCGA-W3-A825 1917 1 60 FEMALE unknow Stage II T3 M0 N0 TCGA-GN-A265 2948 0 53 MALE unknow unknow unknow unknow unknow TCGA-D3-A2JG 3453 1 30 FEMALE unknow Stage IIIA T3a M0 N1a TCGA-EB-A5SG 2076 0 57 FEMALE unknow unknow unknow unknow unknow TCGA-W3-A828 3683 1 66 MALE unknow Stage II T3 M0 N0 TCGA-FS-A1ZA 843 1 45 FEMALE unknow Stage IIIB T4b M0 N2c TCGA-OD-A75X 9061 1 49 MALE unknow unknow TX M0 NX TCGA-EB-A5SE 401 1 73 MALE unknow Stage IIB T3b M0 NX TCGA-D3-A8GK 5177 0 45 MALE unknow Stage IIA T3a M0 N0 TCGA-BF-AAP4 335 0 61 MALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2MP 7563 0 34 FEMALE unknow Stage I T2 M0 N0 TCGA-FW-A5DY 587 0 48 FEMALE unknow Stage III T3 unknow N1 TCGA-EB-A5KH 619 1 55 MALE unknow Stage III T0 M0 N1 TCGA-EE-A2MM 5107 1 63 FEMALE unknow Stage I T2 M0 N0 TCGA-EB-A5FP 454 1 65 FEMALE unknow Stage IV T4b M1b NX TCGA-FS-A1ZR 347 1 36 MALE unknow Stage II T2 M0 N0 TCGA-WE-A8ZT 359 0 25 FEMALE unknow Stage IV T3b M1b N1b TCGA-D3-A2J6 1321 1 65 MALE unknow Stage IIB T3b M0 N0 TCGA-EE-A29Q 2030 1 70 FEMALE unknow Stage IIB T3b M0 N0 TCGA-EE-A2GS 2470 1 28 FEMALE unknow Stage IB T2a M0 N0 TCGA-D3-A1QA 2765 0 55 MALE unknow Stage IB T2a M0 N0 TCGA-D9-A1JW 111 0 82 MALE unknow unknow T1a M0 N2a TCGA-ER-A2ND 710 1 57 FEMALE unknow Stage IIIC T1b M0 N3 TCGA-GN-A26C 821 1 77 MALE unknow Stage IIIC T4b M0 N2b TCGA-EE-A2ME 3141 1 51 MALE unknow Stage I T2 M0 N0 TCGA-WE-AAA3 600 0 84 FEMALE unknow Stage IIIC T4b M0 N2b TCGA-BF-A3DM 601 0 63 MALE unknow Stage IIA T2b M0 N0 TCGA-D3-A3MU 1209 0 53 MALE unknow Stage IIIA T3a M0 N2a TCGA-FR-A3YN 2828 0 44 MALE unknow Stage IB T2a M0 N0 TCGA-D9-A3Z3 678 0 39 FEMALE unknow Stage IIIB T3a M0 N1b TCGA-EE-A3J7 1949 0 43 MALE unknow Stage I T2 M0 N0 TCGA-D3-A2JF 1888 0 74 MALE unknow Stage IA T1a M0 N0 TCGA-EE-A29L 79 1 78 MALE unknow Stage IIIC T4b M0 N3 TCGA-FS-A4FB 813 1 46 FEMALE unknow Stage III T2 M0 N1a TCGA-D3-A5GN 4129 0 15 FEMALE unknow Stage I T1 M0 N0 TCGA-XV-AAZV 412 0 56 FEMALE unknow Stage II T4 M0 N0 TCGA-D9-A149 1663 0 65 FEMALE unknow unknow TX M0 N1b TCGA-DA-A1HW 428 0 37 FEMALE unknow Stage IIIB T1a M0 N1b TCGA-ER-A2NB 857 1 57 MALE unknow Stage IIIB T4b M0 N2 TCGA-D3-A1Q3 507 1 64 MALE unknow Stage IIC T4b M0 N0 TCGA-D3-A2J7 3136 1 67 MALE unknow Stage IIIC T3b M0 N1b TCGA-ER-A2NG 1490 1 43 FEMALE unknow Stage IIIC T3b M0 N3 TCGA-FS-A1ZE 1413 1 40 MALE unknow Stage IIC T4b M0 N0 TCGA-DA-A95X 1513 0 62 MALE unknow Stage IB T2a M0 N0 TCGA-FS-A4FD 2454 1 39 MALE unknow Stage IIIC T2 M0 N3 TCGA-GN-A26D 1460 1 72 FEMALE unknow Stage IIC T4b unknow N0 TCGA-3N-A9WC 2022 0 82 MALE unknow Stage IIA T2b M0 NX TCGA-D3-A1Q6 2184 1 55 MALE unknow Stage III T4 M0 N1b TCGA-ER-A2NF 877 1 53 MALE unknow Stage IIIB T3b M0 N3 TCGA-FS-A1Z0 6164 1 32 FEMALE unknow Stage IA T1a M0 N0 TCGA-BF-A1Q0 831 0 80 MALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2GR 1301 1 78 MALE unknow Stage II T4 M0 N0 TCGA-WE-AAA0 1065 0 47 MALE unknow Stage IA T1a M0 N0 TCGA-EE-A29P 1716 0 73 FEMALE unknow Stage IIC T4b M0 N0 TCGA-WE-A8K5 1860 1 65 MALE unknow Stage IV T2a M1c N3 TCGA-YG-AA3N 306 0 67 MALE unknow Stage IIC T4b M0 N0 TCGA-DA-A1IB 454 0 69 FEMALE unknow Stage IIIC T2b M0 N2b TCGA-EB-A430 1 83 MALE unknow Stage IIC T4b M0 N0 TCGA-BF-A1PX 282 1 56 MALE unknow Stage IIIB T4b M0 N2a TCGA-FS-A4F2 1525 1 46 FEMALE unknow Stage IIC T4b M0 N0 TCGA-GN-A8LN 603 0 68 MALE unknow Stage IIC T4b M0 NX TCGA-EB-A299 378 0 63 MALE unknow Stage IIA T2b M0 N0 TCGA-EE-A2MU 1620 0 71 MALE unknow Stage IA T1a M0 N0 TCGA-ER-A199 279 1 86 FEMALE unknow Stage IIIC T4b M0 N3 TCGA-BF-AAP8 447 0 58 MALE unknow Stage IIC T4b M0 N0 TCGA-ER-A194 1354 1 77 MALE unknow unknow unknow M0 N0 TCGA-EB-A5UL 526 0 71 MALE unknow Stage III TX M0 N1 TCGA-EE-A29H 1966 0 59 FEMALE unknow Stage IA T1a M0 N0 TCGA-D3-A51N 688 0 56 FEMALE unknow Stage IV T0 M1c N3 TCGA-EB-A5SH 1643 0 60 FEMALE unknow Stage III T4 M0 N0 TCGA-EE-A2MJ 2927 1 60 MALE unknow Stage III T4b M0 N0 TCGA-RP-A690 6 0 66 FEMALE unknow unknow unknow unknow unknow TCGA-EE-A29B 2588 1 67 MALE unknow Stage IIB T3b M0 N0 TCGA-QB-AA9O 549 1 73 MALE unknow Stage IIIC TX M0 N3 TCGA-EB-A550 264 1 75 FEMALE unknow Stage IIC T4b M0 NX TCGA-FS-A1ZJ 1441 1 75 FEMALE unknow Stage I T2 M0 N0 TCGA-EB-A3HV 39 0 37 MALE unknow Stage IIC T4b M0 N0 TCGA-3N-A9WB 518 1 71 MALE unknow Stage IA T1a M0 NX TCGA-W3-AA21 3195 1 26 MALE unknow Stage I T2 M0 N0 TCGA-D3-A8GC 2421 1 48 MALE unknow Stage IIIC TX M0 N3 TCGA-FS-A1ZT 1617 0 55 MALE unknow Stage III T2 M0 N1b TCGA-EE-A181 1026 1 82 FEMALE unknow Stage II T3 M0 N0 TCGA-D3-A8GP 4638 0 77 MALE unknow Stage III T2 M0 N2c TCGA-BF-AAP0 454 0 40 FEMALE unknow Stage IV T4 M1 NX TCGA-DA-A1I8 1368 0 63 FEMALE unknow Stage IIC T4b M0 N0 TCGA-D3-A5GO 4195 0 61 MALE unknow Stage II T4 M0 N0 TCGA-D3-A51T 818 0 59 FEMALE unknow Stage IIIC T4b M0 N1b TCGA-ER-A19F 802 1 82 MALE unknow unknow unknow M0 N0 TCGA-EB-A44R 315 1 52 MALE unknow Stage IIIB TX M0 N2b TCGA-FS-A1Z4 854 1 62 MALE unknow Stage I T1 M0 N0 TCGA-FR-A3YO 0 unknow FEMALE unknow I/II NOS T2 M0 N0 TCGA-BF-AAP1 409 0 86 MALE unknow Stage IIC T4b M0 N0 TCGA-D9-A3Z1 468 1 66 MALE unknow Stage IIIC T2a M0 N3 TCGA-EB-A6L9 757 0 55 MALE unknow Stage IIIC TX M0 N3 TCGA-ER-A42H 426 1 76 MALE unknow unknow unknow unknow unknow TCGA-ER-A19S 1505 0 81 FEMALE unknow unknow unknow unknow unknow TCGA-ER-A1A1 3196 0 58 MALE unknow Stage IIIC TX M0 N3 TCGA-DA-A1I1 5941 0 55 MALE unknow Stage III T0 M0 N2a TCGA-D3-A3C1 0 unknow MALE unknow I/II NOS TX M0 N0 TCGA-EB-A82B 390 0 58 FEMALE unknow Stage III T4b M0 N2 TCGA-EE-A29A 1927 1 68 MALE unknow Stage IIIA T3a M0 N1a TCGA-EB-A431 568 0 34 MALE unknow Stage IIC T4b M0 N0 TCGA-FS-A4F5 874 1 77 FEMALE unknow Stage IB T2a M0 N0 TCGA-EB-A42Y 440 0 73 FEMALE unknow Stage IIC T4b M0 N0 TCGA-D3-A2JK 368 1 24 MALE unknow Stage IIIC T4b M0 N2b TCGA-D3-A51J 4414 0 19 MALE unknow Stage III T0 M0 N1b TCGA-WE-A8ZX 991 0 45 MALE unknow Stage IIIB TX M0 N1b TCGA-EE-A29T 11252 0 51 FEMALE unknow unknow TX M0 NX TCGA-ER-A19J 196 1 54 MALE unknow Stage IV TX M1 N3 TCGA-W3-AA1W 6666 0 64 MALE unknow Stage II T3 M0 N0 TCGA-BF-A1PU 387 0 46 FEMALE unknow Stage IIC T4b M0 N0 TCGA-EB-A3XF 278 0 57 MALE unknow Stage IIC T4b M0 N0 TCGA-GN-A4U9 673 1 71 MALE unknow Stage IIIC T2b M0 N3 TCGA-EB-A4IS 405 0 77 MALE unknow Stage IIB T3b M0 NX TCGA-FS-A4F0 2367 0 67 FEMALE unknow Stage IIB T4a M0 N0 TCGA-BF-A5EP 335 0 75 FEMALE unknow Stage IIIC T4b M0 N3 TCGA-EB-A41A 0 0 90 MALE unknow Stage IIC T4b M0 N0 TCGA-ER-A193 955 1 62 MALE unknow Stage IIB T3b M0 N0 TCGA-D3-A2JO 2010 0 50 FEMALE unknow Stage IIIC TX M0 N3 TCGA-LH-A9QB 11217 0 24 FEMALE unknow unknow unknow unknow unknow TCGA-D3-A3CE 1832 1 74 FEMALE unknow Stage III T0 M0 N1b TCGA-D3-A5GL 3826 0 74 MALE unknow Stage IB T2a M0 N0 TCGA-EE-A3J5 1124 1 71 MALE unknow Stage III T4a M0 N1 TCGA-EE-A29D 425 1 87 MALE unknow Stage IIIC T3b M0 N1b TCGA-EE-A2A6 2620 0 43 MALE unknow Stage IA T1a M0 N0 TCGA-D3-A51E 5318 0 39 FEMALE unknow I/II NOS T2 M0 N0 TCGA-EE-A2GH 6328 0 34 MALE unknow Stage I T2 M0 N0 TCGA-EE-A2A2 1120 0 71 MALE unknow Stage IIIC T4b M0 N1b TCGA-GN-A9SD 1807 1 59 FEMALE unknow Stage IA T1a M0 NX TCGA-EE-A183 818 1 48 MALE unknow Stage 0 Tis M0 N0 TCGA-EE-A17Z 263 1 57 MALE unknow Stage IIB T4a M0 N0 TCGA-GF-A6C9 480 0 78 MALE unknow Stage IIIB unknow unknow unknow TCGA-D9-A4Z5 218 0 68 MALE unknow Stage IIB T4a M0 N0 TCGA-D3-A1Q1 504 1 79 FEMALE unknow Stage IIIC T1b M0 N3 TCGA-EB-A3Y7 326 1 86 FEMALE unknow Stage IIIB T3a M0 N2c TCGA-ER-A3PL 1010 0 30 MALE unknow Stage IV T3b M1a N0 TCGA-D3-A5GU 3808 0 36 MALE unknow Stage IB T1b M0 N0 TCGA-EE-A2GP 423 1 80 MALE unknow Stage IIIB T4b M0 N1a TCGA-FS-A1YW 6598 1 52 MALE unknow Stage IB T1b M0 N0 TCGA-D3-A2JN 2022 1 46 FEMALE unknow Stage III T0 M0 N1b TCGA-FS-A1ZC 10870 1 51 MALE unknow I/II NOS TX M0 N0 TCGA-EE-A2MS 4942 0 72 MALE unknow Stage II T3a M0 N0 TCGA-W3-A824 6940 0 63 MALE unknow Stage I T2 M0 N0 TCGA-FS-A1ZW 1505 0 65 MALE unknow Stage IIIB T2b M0 N1a TCGA-D9-A1JX 216 1 80 FEMALE unknow unknow TX M0 NX TCGA-EE-A3JB 6138 0 60 FEMALE unknow Stage III T3a M0 N1 TCGA-EE-A2GI 1482 0 39 MALE unknow Stage IA T1a M0 N0 TCGA-EE-A3JH 3333 0 54 MALE unknow Stage IB T2 M0 N0 TCGA-D3-A2JP 1812 0 37 MALE unknow Stage IIIC T0 M0 N3 TCGA-ER-A19Q 1548 1 37 FEMALE unknow unknow unknow M0 N0 TCGA-FR-A8YD 1103 1 56 FEMALE unknow Stage IIC T4b M0 N0 TCGA-BF-A3DJ 464 0 36 FEMALE unknow Stage IIIB T4b M0 N1 TCGA-EE-A20F 2785 0 53 MALE unknow Stage I T1 M0 N0 TCGA-EE-A3AG 1265 1 25 MALE unknow Stage III T0 M0 N2c TCGA-EE-A29V 787 1 85 MALE unknow Stage IIIC T3b M0 N1b TCGA-EE-A20H 5118 1 56 MALE unknow Stage I T2 M0 N0 TCGA-ER-A19E 396 1 36 FEMALE unknow Stage IB T2a M0 N0 TCGA-GN-A4U5 1156 0 61 FEMALE unknow Stage IB T2a M0 NX TCGA-EE-A3J3 5237 1 42 MALE unknow Stage IB T2 M0 N0 TCGA-FW-A3TU 1691 1 72 FEMALE unknow unknow unknow unknow unknow TCGA-EE-A2MD 1438 1 52 MALE unknow Stage II T3a M0 N0 TCGA-EE-A2GB 1803 0 51 MALE unknow Stage IIIB T2b M0 N1a TCGA-XV-A9W5 392 0 51 MALE unknow I/II NOS T2 M0 N0 TCGA-GN-A8LL 650 1 68 FEMALE unknow Stage IIC T4b M0 NX TCGA-BF-A5ER 327 0 63 MALE unknow Stage IIC T4b M0 N0 TCGA-BF-AAOX 444 0 83 MALE unknow Stage IIC T4b M0 N0 TCGA-EB-A44Q 422 0 51 FEMALE unknow Stage IIIC TX M0 N3 TCGA-BF-AAP7 318 0 76 FEMALE unknow Stage IIC T4b M0 N0 TCGA-Z2-A8RT 839 0 42 FEMALE unknow Stage IIB T3b M0 N0 TCGA-D3-A1Q8 854 1 33 MALE unknow Stage IV T0 M1b N3 TCGA-EE-A2M8 601 1 54 FEMALE unknow Stage III T3a M0 N1 TCGA-EB-A553 226 0 62 MALE unknow Stage IIC T4b M0 N0 TCGA-BF-A3DN 717 0 81 FEMALE unknow Stage IIIC T3b M0 N3 TCGA-ER-A3ES 7514 1 25 MALE unknow unknow unknow unknow unknow TCGA-EB-A85I 362 0 66 MALE unknow Stage IIC T4b M0 N0 TCGA-FR-A69P 478 0 34 FEMALE unknow Stage IIIC TX unknow N3 TCGA-EE-A3AD 875 1 50 MALE unknow Stage III T0 M0 N1b TCGA-EB-A24D 645 0 72 MALE unknow Stage IIIB T4a M0 N2b TCGA-D9-A4Z6 561 1 54 MALE unknow Stage IIIC T3b M0 N1b TCGA-FR-A3R1 685 0 69 MALE unknow Stage IIC T4b M0 N0 TCGA-FS-A1ZY 824 1 71 MALE unknow Stage IIB T3b M0 N0 TCGA-FW-A3I3 531 0 59 FEMALE unknow Stage IV unknow M1 N0 TCGA-EB-A4IQ 414 0 42 FEMALE unknow Stage IIIB T4b M0 N1 TCGA-ER-A19K 469 1 79 FEMALE unknow Stage IIC T4b M0 N0 TCGA-FW-A3TV 411 0 57 FEMALE unknow Stage IIIB T1 M0 N2b TCGA-EE-A2GN 3106 1 67 MALE unknow Stage IIA T2b M0 N0 TCGA-FR-A7UA 1164 0 65 FEMALE unknow Stage IB T2a M0 N0 TCGA-DA-A3F2 657 0 55 MALE unknow Stage IIIB T4a M0 N2b TCGA-Z2-AA3V 486 0 57 FEMALE unknow Stage IA T1a M0 N0 TCGA-FR-A2OS 368 1 49 FEMALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2MQ 1315 1 70 FEMALE unknow Stage IIIA T3a M0 N2a TCGA-FR-A729 6716 0 38 FEMALE unknow Stage I T1 M0 N0 TCGA-FS-A1YY 6953 1 55 FEMALE unknow Stage IIA T3a M0 N0 TCGA-BF-A3DL 769 0 84 FEMALE unknow Stage IIIB T3b M0 N2 TCGA-YG-AA3P 439 0 63 FEMALE unknow Stage IIB T4a M0 N0 TCGA-DA-A1I7 1876 0 62 MALE unknow Stage IIIB T0 M0 N2b TCGA-WE-A8K4 509 0 85 MALE unknow Stage IIB T4a M0 NX TCGA-EE-A2MR 4088 0 61 MALE unknow Stage I T2 M0 N0 TCGA-EB-A3Y6 126 0 56 FEMALE unknow Stage IIC T4b M0 N0 TCGA-BF-AAOU 476 0 73 FEMALE unknow Stage IIC T4b M0 N0 TCGA-ER-A19D 383 1 46 FEMALE unknow Stage IB T2a M0 N0 TCGA-D3-A1Q9 961 1 72 MALE unknow Stage IIIB T4b M0 N2a TCGA-D3-A2JC 2639 0 53 FEMALE unknow Stage III T0 M0 N2b TCGA-DA-A1HV 1502 0 75 FEMALE unknow Stage IIIB T0 M0 N2b TCGA-EE-A2GL 2423 0 40 FEMALE unknow Stage IIA T3a M0 N0 TCGA-ER-A19T 270 1 51 MALE unknow Stage IV T4a M1a N3 TCGA-D3-A2JH 1280 0 68 MALE unknow Stage IB T1b M0 N0 TCGA-GN-A268 1910 1 83 FEMALE unknow Stage IIB T4a M0 N0 TCGA-WE-A8K6 486 0 79 MALE unknow Stage IIIB TX M0 N1b TCGA-GF-A2C7 21 0 48 MALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2ML 6590 1 35 MALE unknow Stage II T3a M0 N0 TCGA-D3-A1Q4 3408 0 53 FEMALE unknow Stage IIIC T2b M0 N1b TCGA-D3-A51G 0 unknow MALE unknow Stage 0 Tis M0 N0 TCGA-EE-A2A1 3130 0 46 MALE unknow Stage IB T2a M0 N0 TCGA-GN-A269 170 1 70 MALE unknow Stage IIIC T4b M0 N3 TCGA-D3-A8GN 4897 0 27 FEMALE unknow I/II NOS TX M0 N0 TCGA-D3-A8GJ 7342 0 18 MALE unknow Stage II T3 M0 N0 TCGA-D3-A3ML 422 1 70 MALE unknow Stage IIIA T3a M0 N2a TCGA-W3-AA1Q 2101 1 57 MALE unknow Stage III TX M0 N1 TCGA-HR-A2OG 7 0 50 FEMALE unknow unknow unknow unknow unknow TCGA-EE-A3AA 3781 0 47 MALE unknow Stage III T0 M0 N2a TCGA-FS-A4F4 2028 1 64 MALE unknow Stage II T3a M0 N0 TCGA-EE-A29M 1729 0 33 FEMALE unknow Stage IB T2a M0 N0 TCGA-WE-AAA4 678 0 56 FEMALE unknow Stage IIIC TX M0 N3 TCGA-DA-A1I2 5088 0 45 MALE unknow Stage III T4b M0 N2b TCGA-WE-A8ZM 3008 0 70 MALE unknow Stage IIIB TX M0 N1b TCGA-FS-A1ZU 808 1 70 FEMALE unknow Stage IIC T4b M0 N0 TCGA-D3-A2JL 5219 0 43 FEMALE unknow I/II NOS TX M0 N0 TCGA-EB-A4OZ 620 0 41 FEMALE unknow Stage IIIC T4a M0 N3 TCGA-ER-A196 1785 0 64 FEMALE unknow Stage IIC T4b M0 N0 TCGA-FW-A5DX 640 0 71 MALE unknow Stage IIIC T4a unknow N3 TCGA-EB-A6QZ 352 1 76 FEMALE unknow Stage IIA T3a M0 N0 TCGA-D3-A8GS 3564 1 52 MALE unknow Stage I T1 M0 N0 TCGA-DA-A95Y 430 1 68 MALE unknow Stage IIC T4b M0 N0 TCGA-EE-A2GO 3857 0 66 FEMALE unknow Stage II T3b M0 N0 TCGA-EE-A29W 5932 0 42 MALE unknow Stage 0 Tis M0 N0 TCGA-EE-A29N 566 1 78 MALE unknow I/II NOS TX M0 N0 TCGA-EB-A551 590 0 78 FEMALE unknow Stage IIIC T4b M0 N2b TCGA-D3-A2J9 723 1 75 MALE unknow Stage IIIC T4b M0 N3 TCGA-EE-A3JE 1562 0 75 MALE unknow Stage IIIB T3b M0 N1a TCGA-EE-A17Y 828 1 69 MALE unknow Stage IIIB T3b M0 N1a TCGA-D3-A3C8 1409 0 58 FEMALE unknow Stage IIIC TX M0 N3 TCGA-D3-A3C7 1429 0 57 FEMALE unknow Stage III T0 M0 N1b TCGA-EE-A2MG 3139 1 23 MALE unknow Stage I T2 M0 N0 TCGA-D3-A1Q5 3424 1 60 MALE unknow I/II NOS TX M0 N0 TCGA-EB-A24C 632 0 56 MALE unknow unknow T4b M0 NX TCGA-XV-A9W2 417 0 81 MALE unknow Stage I T1 M0 N0 TCGA-D9-A6EC 2015 0 56 MALE unknow Stage IIIA T3a M0 N1 TCGA-BF-A5EQ 323 0 63 MALE unknow Stage IIC T4b M0 N0 TCGA-W3-AA1V 1280 1 63 MALE unknow Stage II T3 M0 N0 TCGA-FS-A1ZP 2273 1 52 MALE unknow Stage II T3 M0 N0 TCGA-GN-A4U4 1197 0 73 MALE unknow Stage IIA T2b M0 NX TCGA-D3-A8GE 804 0 26 MALE unknow Stage IV TX M1b N0 TCGA-EE-A3J8 1044 1 59 MALE unknow Stage IIIA T4a M0 N1a TCGA-EB-A5SF 369 1 78 FEMALE unknow Stage IIC T4b M0 NX TCGA-GF-A769 1070 1 39 MALE unknow Stage IIC T4b M0 NX TCGA-D3-A8GM 3259 1 73 MALE unknow Stage IIB T3b M0 N0 TCGA-FS-A1ZM 3080 0 74 MALE unknow Stage III T2 M0 N2c TCGA-YD-A9TB 0 unknow FEMALE unknow unknow unknow unknow unknow TCGA-EE-A3AH 4222 1 30 MALE unknow Stage II T3b M0 N0 TCGA-GN-A266 308 1 45 MALE unknow unknow unknow unknow unknow TCGA-EB-A5VV 214 0 74 FEMALE unknow Stage IIIB T3b M0 N1 TCGA-EB-A3XD 430 0 53 FEMALE unknow Stage IIC T4b M0 NX TCGA-EE-A29R 440 0 48 FEMALE unknow Stage IIIC T3b M0 N1b TCGA-3N-A9WD 395 1 82 MALE unknow Stage IIIA T2a M0 N1a TCGA-EE-A20C 4601 1 59 MALE unknow Stage 0 Tis M0 N0 TCGA-D3-A8GV 5101 1 25 MALE unknow I/II NOS TX M0 N0 TCGA-ER-A19A 2365 0 79 MALE unknow Stage IV TX M1 N0 TCGA-ER-A2NH 1264 0 49 MALE unknow Stage IIIC T3a M0 N3 TCGA-EE-A3J4 3869 1 72 MALE unknow Stage II T3a M0 N0 TCGA-D9-A148 4609 0 40 MALE unknow unknow TX M1b N3 TCGA-FS-A1ZS 4526 0 54 MALE unknow Stage I T2 M0 N0 TCGA-ER-A19B 2993 1 42 MALE unknow unknow TX M0 N0 TCGA-GN-A8LK 1524 1 70 MALE unknow Stage IB T1b unknow NX TCGA-W3-AA1O 122 1 85 MALE unknow Stage III TX M0 N2 TCGA-RP-A6K9 0 unknow FEMALE unknow unknow unknow unknow unknow TCGA-WE-AA9Y 370 0 37 MALE unknow Stage IIIC T2a M0 N3 TCGA-EE-A3JI 4648 1 48 MALE unknow Stage I T2 M0 N0 TCGA-EB-A6QY 382 0 71 MALE unknow Stage IIC T4b M0 N0 TCGA-GF-A4EO 591 0 74 FEMALE unknow Stage IIIC T0 M0 N3 TCGA-D3-A5GR 5424 0 23 FEMALE unknow Stage III T1b M0 N1 TCGA-D9-A6EG 698 1 56 MALE unknow Stage IIIA T4a M0 N1 TCGA-DA-A1I0 594 0 63 MALE unknow Stage IV T4b M1a N3 TCGA-FW-A3R5 1124 0 68 MALE unknow Stage III TX M0 N2 TCGA-D3-A5GT 487 0 43 MALE unknow Stage IIIC T2b M0 N3 TCGA-EE-A184 2073 1 72 MALE unknow Stage IB T2a M0 N0 TCGA-YG-AA3O 1154 1 62 MALE unknow unknow unknow unknow unknow TCGA-GN-A4U8 1487 0 51 MALE unknow unknow unknow unknow unknow TCGA-RP-A695 0 unknow MALE unknow Stage IV TX M1c NX TCGA-FS-A4F9 1035 0 80 MALE unknow Stage IIIC T4b M0 N3 TCGA-EB-A44N 205 1 59 MALE unknow Stage IIC T4b M0 N0 TCGA-D9-A6EA 766 0 70 MALE unknow Stage IIIC T4a M0 N3 TCGA-GN-A263 467 1 24 MALE unknow Stage IV T4b M1c N3 TCGA-EB-A51B 537 0 53 MALE unknow Stage IIC T4b M0 NX TCGA-D3-A3MR 3151 0 42 MALE unknow Stage III T0 M0 N1b TCGA-GN-A26A 988 1 63 FEMALE unknow Stage IIIA T3a M0 N1a TCGA-DA-A1HY 3580 0 42 MALE unknow Stage III T2b M0 N1 TCGA-D3-A8GO 1 unknow FEMALE unknow I/II NOS T2 M0 N0 TCGA-FS-A1YX 1478 1 39 FEMALE unknow Stage I T2 M0 N0 TCGA-HR-A2OH 2004 1 46 FEMALE unknow Stage IIIB T3b M0 N2a TCGA-D3-A51H 1714 0 60 MALE unknow Stage IIIC T1b M0 N3 TCGA-ER-A195 1078 1 46 MALE unknow unknow TX M0 N0 TCGA-IH-A3EA 524 0 61 MALE unknow Stage IIC T4b M0 N0 TCGA-D3-A8GR 3943 1 54 FEMALE unknow Stage 0 Tis M0 N0 TCGA-DA-A1IA 2005 1 32 FEMALE unknow Stage IIIB T2a M0 N1b