id OS_time OS_event age Gender Neoplasm Histologic Grade Stage T stage M stage N stage AURKB Cancer Type Detailed TCGA-BP-4982-01A-01R-1334-07 1014 0 42 MALE G3 Stage I T1b M0 NX 0.8011266 Renal Clear Cell Carcinoma TCGA-B0-5096-01A-01R-1420-07 68 1 72 FEMALE GX Stage III T3a M0 N1 1.143784 Renal Clear Cell Carcinoma TCGA-BP-5175-01A-01R-1426-07 932 0 60 MALE G3 Stage I T1a M0 NX 1.546978 Renal Clear Cell Carcinoma TCGA-DV-5569-01A-01R-1541-07 355 0 29 FEMALE G2 Stage I T1a M0 NX 1.195241 Renal Clear Cell Carcinoma TCGA-BP-5189-01A-02R-1426-07 822 1 60 MALE G4 Stage I T1b M0 NX 0.5487824 Renal Clear Cell Carcinoma TCGA-B0-4810-01A-01R-1503-07 478 1 47 MALE G3 Stage III T3a M0 N1 4.452311 Renal Clear Cell Carcinoma TCGA-CJ-4636-01A-02R-1325-07 1924 0 51 MALE G3 Stage III T3a M0 N0 1.353878 Renal Clear Cell Carcinoma TCGA-AK-3455-01A-01R-0864-07 683 1 71 FEMALE G3 Stage III T3b M0 NX 0.793065 Renal Clear Cell Carcinoma TCGA-A3-A6NN-01A-12R-A33J-07 3 0 78 MALE G2 Stage I T1a MX NX 0.6578987 Renal Clear Cell Carcinoma TCGA-G6-A8L6-01A-11R-A37O-07 313 1 55 MALE G3 Stage IV T2a MX NX 0.6529612 Renal Clear Cell Carcinoma TCGA-B0-4718-01A-01R-1277-07 616 0 57 MALE G2 Stage III T3a M0 NX 0.9775507 Renal Clear Cell Carcinoma TCGA-BP-4987-01A-01R-1334-07 1124 0 41 FEMALE G2 Stage I T1b M0 NX 0.9365976 Renal Clear Cell Carcinoma TCGA-B2-5641-01A-01R-1541-07 324 0 79 MALE G3 Stage I T1a M0 N0 1.171116 Renal Clear Cell Carcinoma TCGA-CJ-5676-01A-11R-1541-07 2575 0 47 MALE G3 Stage III T3b M0 NX 0.7806332 Renal Clear Cell Carcinoma TCGA-BP-4974-01A-01R-1334-07 211 1 58 MALE G4 Stage IV T3a M1 N0 0.8447266 Renal Clear Cell Carcinoma TCGA-B0-4849-01A-01R-1277-07 69 1 51 MALE G3 Stage III T3a M0 NX 0.4691637 Renal Clear Cell Carcinoma TCGA-B0-4712-01A-01R-1503-07 1337 1 76 MALE G3 Stage IV T3a M1 NX 3.780698 Renal Clear Cell Carcinoma TCGA-BP-4164-01A-02R-1325-07 992 1 51 FEMALE G2 Stage III T3a M0 NX 0.76224 Renal Clear Cell Carcinoma TCGA-CZ-5454-01A-01R-1503-07 722 1 63 MALE G2 Stage IV T2 M1 N0 0.4314107 Renal Clear Cell Carcinoma TCGA-B0-5697-01A-11R-1541-07 1835 0 50 MALE G2 Stage I T1a M0 N0 0.8355453 Renal Clear Cell Carcinoma TCGA-B0-4841-01A-01R-1277-07 204 1 63 MALE G3 Stage IV T2 M1 NX 0.8667907 Renal Clear Cell Carcinoma TCGA-B2-A4SR-01A-11R-A266-07 507 0 61 MALE unknow Stage II T2a M0 NX 0.8604146 Renal Clear Cell Carcinoma TCGA-BP-4976-01A-01R-1334-07 1632 0 77 MALE G3 Stage I T1a M0 NX 0.9023119 Renal Clear Cell Carcinoma TCGA-BP-5176-01A-01R-1426-07 1590 1 78 FEMALE G2 Stage I T1a M0 NX 0.5934802 Renal Clear Cell Carcinoma TCGA-B0-4818-01A-01R-1503-07 510 1 68 FEMALE G3 Stage II T2 M0 NX 0.4998785 Renal Clear Cell Carcinoma TCGA-B0-4714-01A-01R-1277-07 99 1 81 MALE G3 Stage IV T3b M1 NX 1.615016 Renal Clear Cell Carcinoma TCGA-BP-4337-01A-01R-1289-07 2 1 76 FEMALE G4 Stage III T3b M0 N0 1.225935 Renal Clear Cell Carcinoma TCGA-BP-4989-01A-01R-1334-07 118 0 58 MALE G3 Stage III T3a M0 N0 3.464993 Renal Clear Cell Carcinoma TCGA-BP-4799-01A-01R-1305-07 1133 1 70 MALE G3 Stage III T3b M0 N0 0.1530721 Renal Clear Cell Carcinoma TCGA-CZ-5462-01A-01R-1503-07 311 1 83 MALE G3 Stage IV T1b M1 NX 0.3177949 Renal Clear Cell Carcinoma TCGA-BP-5191-01A-01R-1426-07 967 0 79 MALE G2 Stage III T3a M0 N0 1.37914 Renal Clear Cell Carcinoma TCGA-B2-5635-01A-01R-1541-07 315 0 74 MALE G2 Stage I T1a M0 NX 0.4718973 Renal Clear Cell Carcinoma TCGA-T7-A92I-01A-11R-A37O-07 356 0 47 FEMALE G1 Stage I T1a MX NX 0.3492 Renal Clear Cell Carcinoma TCGA-CJ-4876-01A-01R-1305-07 1955 0 57 MALE G3 Stage II T2b M0 N0 0.8767766 Renal Clear Cell Carcinoma TCGA-CJ-4901-01A-01R-1426-07 1450 0 47 MALE G3 Stage III T3b M0 NX 3.164458 Renal Clear Cell Carcinoma TCGA-G6-A8L8-01A-21R-A37O-07 1091 1 62 FEMALE G3 Stage I T1b MX NX 0.6209159 Renal Clear Cell Carcinoma TCGA-BP-4173-01A-02R-1289-07 1893 0 47 MALE G3 Stage II T2 M0 N0 3.116198 Renal Clear Cell Carcinoma TCGA-AK-3434-01A-02R-1277-07 2087 0 72 MALE G2 Stage I T1b M0 NX 1.154645 Renal Clear Cell Carcinoma TCGA-CJ-4908-01A-01R-1426-07 1531 0 38 MALE G2 Stage I T1a M0 NX 0.7790841 Renal Clear Cell Carcinoma TCGA-B0-5705-01A-11R-1541-07 3668 0 65 FEMALE G2 Stage I T1 M0 N0 0.6274633 Renal Clear Cell Carcinoma TCGA-CZ-5458-01A-01R-1503-07 1558 0 43 MALE G3 Stage III T3a M0 NX 0.8476783 Renal Clear Cell Carcinoma TCGA-B0-4690-01A-01R-1277-07 43 1 65 MALE G3 Stage IV T4 M1 N0 6.832979 Renal Clear Cell Carcinoma TCGA-BP-4335-01A-01R-1289-07 475 1 65 FEMALE G3 Stage IV T3a M1 N0 1.019866 Renal Clear Cell Carcinoma TCGA-B0-4827-01A-02R-1420-07 885 1 77 FEMALE G4 Stage III T3b M0 N0 1.134008 Renal Clear Cell Carcinoma TCGA-BP-4760-01A-02R-1420-07 2361 0 69 MALE G2 Stage I T1a M0 NX 0.3200184 Renal Clear Cell Carcinoma TCGA-CW-5581-01A-02R-1541-07 2799 0 44 MALE G3 Stage I T1b M0 NX 0.2214523 Renal Clear Cell Carcinoma TCGA-B0-5119-01A-02R-1420-07 59 0 61 FEMALE G2 Stage I T1b M0 N0 0.8619412 Renal Clear Cell Carcinoma TCGA-A3-3307-01A-01R-0864-07 1436 0 66 MALE G3 Stage III T3b M0 N0 0.6186524 Renal Clear Cell Carcinoma TCGA-B0-4688-01A-01R-1277-07 101 1 46 MALE G4 Stage IV T4 M1 N0 16.05663 Renal Clear Cell Carcinoma TCGA-BP-5000-01A-01R-1334-07 563 0 40 MALE G3 Stage I T1b M0 NX 1.451749 Renal Clear Cell Carcinoma TCGA-CJ-5689-01A-11R-1541-07 0 1 90 MALE G4 Stage I T1b M0 NX 0.746754 Renal Clear Cell Carcinoma TCGA-CZ-4866-01A-01R-1503-07 1768 0 79 FEMALE G3 Stage I T1 M0 NX 0.6072219 Renal Clear Cell Carcinoma TCGA-B8-4621-01A-01R-1503-07 431 0 63 MALE G3 Stage I T1b M0 N0 0.3982447 Renal Clear Cell Carcinoma TCGA-B0-5106-01A-01R-1420-07 1598 1 64 MALE G2 Stage I T1a M0 N0 0.289809 Renal Clear Cell Carcinoma TCGA-B8-A54K-01A-11R-A33J-07 469 0 61 MALE G1 Stage I T1a MX NX 0.5834508 Renal Clear Cell Carcinoma TCGA-BP-5008-01A-01R-1334-07 1071 0 46 MALE G2 Stage I T1a M0 NX 0.8190249 Renal Clear Cell Carcinoma TCGA-B0-5402-01A-01R-1503-07 449 0 64 MALE G4 Stage IV T4 M0 NX 0.4307775 Renal Clear Cell Carcinoma TCGA-A3-3317-01A-02R-1325-07 1491 0 67 MALE G2 Stage II T2 M0 N0 1.277279 Renal Clear Cell Carcinoma TCGA-CZ-5460-01A-01R-1503-07 1430 0 55 MALE G2 Stage IV T3b M1 NX 0.876846 Renal Clear Cell Carcinoma TCGA-BP-4995-01A-01R-1334-07 1371 0 68 MALE G3 Stage I T1b M0 N0 0.2448215 Renal Clear Cell Carcinoma TCGA-BP-5004-01A-01R-1334-07 1126 0 53 MALE G3 Stage I T1a M0 NX 1.092819 Renal Clear Cell Carcinoma TCGA-B0-4843-01A-01R-1277-07 320 1 57 MALE G3 Stage III T3a M0 N0 1.401869 Renal Clear Cell Carcinoma TCGA-CJ-4886-01A-01R-1305-07 1952 0 42 FEMALE G3 Stage I T1a M0 NX 0.6024634 Renal Clear Cell Carcinoma TCGA-B0-5083-01A-02R-1420-07 1045 1 63 MALE G3 Stage I T1a M0 N0 0.2207154 Renal Clear Cell Carcinoma TCGA-CW-6097-01A-11R-1672-07 571 1 32 MALE G4 Stage III T3a M0 NX 3.037144 Renal Clear Cell Carcinoma TCGA-B4-5843-01A-11R-1672-07 11 0 45 MALE G2 Stage I T1 M0 N0 0.9879424 Renal Clear Cell Carcinoma TCGA-B2-4101-01A-02R-1277-07 188 0 52 MALE G3 Stage II T2a M0 NX 0.5957304 Renal Clear Cell Carcinoma TCGA-A3-3320-01A-02R-1325-07 1508 0 52 FEMALE G1 Stage I T1b M0 NX 0.3938725 Renal Clear Cell Carcinoma TCGA-AK-3427-01A-01R-0864-07 2566 0 65 MALE GX Stage I T1a M0 N0 0.2002447 Renal Clear Cell Carcinoma TCGA-CW-5580-01A-01R-1672-07 1964 1 73 FEMALE G3 Stage IV T3a M1 NX 1.00438 Renal Clear Cell Carcinoma TCGA-BP-4763-01A-01R-1289-07 1270 1 79 FEMALE G2 Stage I T1a M0 NX 0.6131129 Renal Clear Cell Carcinoma TCGA-CJ-5672-01A-11R-1541-07 1972 1 84 MALE G3 Stage I T1a M0 NX 1.150722 Renal Clear Cell Carcinoma TCGA-CJ-5677-01A-11R-1541-07 782 1 54 FEMALE G4 Stage IV T3a M1 NX 1.850512 Renal Clear Cell Carcinoma TCGA-BP-4999-01A-01R-1334-07 1266 0 56 MALE G2 Stage I T1a M0 NX 0.5878066 Renal Clear Cell Carcinoma TCGA-B8-4143-01A-01R-1188-07 709 1 66 FEMALE G3 Stage IV T3a M1 N0 5.436503 Renal Clear Cell Carcinoma TCGA-CJ-4900-01A-01R-1334-07 1714 1 69 FEMALE G4 Stage IV T4 M1 N1 3.011515 Renal Clear Cell Carcinoma TCGA-BP-5196-01A-01R-1426-07 1018 0 53 MALE G2 Stage I T1a M0 NX 1.458236 Renal Clear Cell Carcinoma TCGA-B8-A54D-01A-21R-A266-07 830 0 69 MALE G2 Stage III T3a MX NX 2.021559 Renal Clear Cell Carcinoma TCGA-A3-3322-01A-02R-1325-07 1478 0 51 MALE G2 Stage I T1a M0 NX 0.9003935 Renal Clear Cell Carcinoma TCGA-BP-4351-01A-01R-1289-07 970 0 51 FEMALE G2 Stage III T3a M0 N0 1.889617 Renal Clear Cell Carcinoma TCGA-BP-4776-01A-01R-1289-07 411 0 52 MALE G2 Stage I T1a M0 NX 0.7079116 Renal Clear Cell Carcinoma TCGA-CJ-5675-01A-11R-1541-07 2430 0 70 MALE G3 Stage II T2a M0 NX 0.884056 Renal Clear Cell Carcinoma TCGA-B0-4697-01A-01R-1277-07 578 1 46 FEMALE G4 Stage IV T3b M1 NX 4.830183 Renal Clear Cell Carcinoma TCGA-CZ-4859-01A-02R-1426-07 1787 0 59 FEMALE G2 Stage I T1 M0 N0 0.4771952 Renal Clear Cell Carcinoma TCGA-CJ-6031-01A-11R-1672-07 1906 0 54 MALE G3 Stage I T1b M0 NX 1.406753 Renal Clear Cell Carcinoma TCGA-CJ-5678-01A-11R-1541-07 574 1 62 MALE G3 Stage IV T2b M1 N0 2.600542 Renal Clear Cell Carcinoma TCGA-CW-5585-01A-01R-1541-07 2609 0 51 MALE G2 Stage IV T3b M1 N0 0.6821941 Renal Clear Cell Carcinoma TCGA-B2-4098-01A-02R-1325-07 51 1 72 FEMALE G2 Stage I T1b M0 NX 0.4813436 Renal Clear Cell Carcinoma TCGA-CJ-4891-01A-01R-1305-07 819 1 57 FEMALE G4 Stage III T3c M0 N0 1.050875 Renal Clear Cell Carcinoma TCGA-CZ-5988-01A-11R-1672-07 693 0 38 MALE G2 Stage I T1b M0 N0 1.884889 Renal Clear Cell Carcinoma TCGA-BP-4972-01A-01R-1334-07 1502 0 43 FEMALE G3 Stage III T3a M0 NX 0.5535379 Renal Clear Cell Carcinoma TCGA-AK-3451-01A-02R-1188-07 1481 0 48 MALE G3 Stage II T2 M0 N0 0.8732689 Renal Clear Cell Carcinoma TCGA-AK-3450-01A-02R-1277-07 1508 0 85 FEMALE G2 Stage I T1a M0 N0 0.2829541 Renal Clear Cell Carcinoma TCGA-B0-5075-01A-01R-1334-07 637 1 77 FEMALE G2 Stage III T3a M0 N0 0.9386212 Renal Clear Cell Carcinoma TCGA-BP-4341-01A-01R-1289-07 1589 1 67 MALE G2 Stage III T3a M0 NX 0.8093539 Renal Clear Cell Carcinoma TCGA-B0-5092-01A-01R-1420-07 459 1 53 FEMALE G3 Stage IV T1a M1 N0 4.086328 Renal Clear Cell Carcinoma TCGA-BP-4162-01A-02R-1325-07 3074 0 65 FEMALE G2 Stage I T1b M0 N0 0.78965 Renal Clear Cell Carcinoma TCGA-CJ-4905-01A-02R-1426-07 1496 0 62 FEMALE G2 Stage I T1a M0 NX 0.6014331 Renal Clear Cell Carcinoma TCGA-B0-4706-01A-01R-1503-07 65 1 61 MALE G4 Stage III T3a M0 NX 1.528936 Renal Clear Cell Carcinoma TCGA-CJ-5686-01A-11R-1672-07 2038 0 59 FEMALE G3 Stage I T1b M0 NX 0.5549942 Renal Clear Cell Carcinoma TCGA-B8-A54I-01A-21R-A33J-07 150 0 48 MALE G3 Stage I T1b MX NX 1.273244 Renal Clear Cell Carcinoma TCGA-CJ-4893-01A-01R-1305-07 750 0 76 FEMALE G3 Stage I T1b M0 NX 0.4200107 Renal Clear Cell Carcinoma TCGA-BP-4795-01A-02R-1420-07 620 0 74 FEMALE G2 Stage I T1a M0 N0 0.6331986 Renal Clear Cell Carcinoma TCGA-CZ-4858-01A-01R-1305-07 1943 0 39 MALE G4 Stage II T2 M0 NX 8.197835 Renal Clear Cell Carcinoma TCGA-CZ-5987-01A-11R-1672-07 445 1 60 MALE G2 Stage IV T3b M1 NX 2.012685 Renal Clear Cell Carcinoma TCGA-A3-3373-01A-02R-1420-07 1621 0 54 FEMALE G3 Stage I T1b M0 N0 0.4593791 Renal Clear Cell Carcinoma TCGA-B2-3923-01B-10R-A277-07 362 0 59 MALE G2 Stage II T2 M0 NX 0 Renal Clear Cell Carcinoma TCGA-G6-A5PC-01A-11R-A33J-07 242 1 54 FEMALE G4 Stage IV T1b M1 N0 1.002228 Renal Clear Cell Carcinoma TCGA-B0-5812-01A-11R-1672-07 2963 0 53 MALE G3 Stage I T1b M0 NX 0.5498928 Renal Clear Cell Carcinoma TCGA-CJ-5683-01A-11R-1541-07 1889 0 78 MALE G3 Stage I T1b M0 NX 2.457564 Renal Clear Cell Carcinoma TCGA-BP-4331-01A-01R-1289-07 2454 1 52 MALE G2 Stage I T1a M0 N0 0.9448752 Renal Clear Cell Carcinoma TCGA-CZ-5453-01A-01R-1503-07 25 0 67 MALE G2 Stage II T2 M0 NX 0.6190395 Renal Clear Cell Carcinoma TCGA-BP-4177-01A-02R-1420-07 1670 0 65 MALE G2 Stage I T1a M0 NX 0.3115294 Renal Clear Cell Carcinoma TCGA-BP-4963-01A-01R-1334-07 1834 0 63 MALE G3 Stage I T1b M0 NX 1.651101 Renal Clear Cell Carcinoma TCGA-AK-3460-01A-02R-1277-07 951 0 58 MALE G2 Stage I T1a M0 NX 0.6419644 Renal Clear Cell Carcinoma TCGA-CJ-4902-01A-01R-1426-07 1520 0 61 MALE G3 Stage III T3a M0 NX 1.371362 Renal Clear Cell Carcinoma TCGA-CJ-4920-01A-01R-1426-07 139 1 64 FEMALE G2 Stage I T1b M0 NX 1.423551 Renal Clear Cell Carcinoma TCGA-BP-5185-01A-01R-1426-07 1132 0 56 MALE G3 Stage I T1a M0 NX 1.173888 Renal Clear Cell Carcinoma TCGA-CJ-4888-01A-01R-1305-07 1567 1 59 MALE G4 Stage IV T3a M1 NX 2.023744 Renal Clear Cell Carcinoma TCGA-B2-3924-01A-02R-1325-07 371 0 73 MALE G2 Stage I T1b M0 NX 1.08615 Renal Clear Cell Carcinoma TCGA-3Z-A93Z-01A-11R-A37O-07 385 0 69 MALE G2 Stage I T1a M0 N0 0.8731706 Renal Clear Cell Carcinoma TCGA-BP-5194-01A-02R-1426-07 408 0 39 MALE G2 Stage I T1a M0 NX 0.8119895 Renal Clear Cell Carcinoma TCGA-A3-3365-01A-01R-0864-07 873 0 46 MALE G2 Stage I T1a M0 NX 0.7438591 Renal Clear Cell Carcinoma TCGA-DV-A4W0-01A-11R-A266-07 2008 0 55 MALE G3 Stage I T1b MX NX 1.043092 Renal Clear Cell Carcinoma TCGA-B0-4846-01A-01R-1277-07 1200 1 52 MALE G2 Stage IV T3a M1 N0 0.7590289 Renal Clear Cell Carcinoma TCGA-CJ-5679-01A-11R-1541-07 679 1 73 MALE G4 Stage III T3b M0 NX 1.643134 Renal Clear Cell Carcinoma TCGA-BP-4961-01A-01R-1334-07 1935 0 47 MALE G2 Stage I T1a M0 NX 0.2962761 Renal Clear Cell Carcinoma TCGA-BP-4798-01A-01R-1305-07 334 1 74 MALE G4 unknow T3b M1 N0 1.944168 Renal Clear Cell Carcinoma TCGA-B8-5549-01A-01R-1541-07 194 0 53 MALE G3 Stage I T1b M0 N0 0.5641761 Renal Clear Cell Carcinoma TCGA-A3-3357-01A-02R-1420-07 2688 0 62 MALE G3 Stage II T2 M0 N0 0.8137059 Renal Clear Cell Carcinoma TCGA-BP-5200-01A-01R-1426-07 1063 0 44 MALE G4 Stage II T2 M0 NX 0.5255821 Renal Clear Cell Carcinoma TCGA-MM-A564-01A-11R-A266-07 607 0 68 MALE G2 Stage II T2a MX NX 0.5522354 Renal Clear Cell Carcinoma TCGA-B0-4713-01A-01R-1277-07 202 1 76 FEMALE G2 Stage III T3b M0 NX 1.882922 Renal Clear Cell Carcinoma TCGA-A3-3308-01A-02R-1325-07 16 0 77 FEMALE G2 Stage III T3b M0 N0 1.080693 Renal Clear Cell Carcinoma TCGA-BP-4807-01A-01R-1305-07 211 0 42 MALE G3 Stage I T1a M0 NX 0.8019178 Renal Clear Cell Carcinoma TCGA-CZ-5989-01A-11R-1672-07 1599 0 60 MALE G2 Stage II T2 M0 N0 0.1352226 Renal Clear Cell Carcinoma TCGA-BP-4346-01A-01R-1289-07 1493 1 57 MALE G3 Stage III T3b M0 N0 2.597079 Renal Clear Cell Carcinoma TCGA-B0-4839-01A-01R-1305-07 1639 1 80 FEMALE G2 Stage I T1b M0 N0 0.6607547 Renal Clear Cell Carcinoma TCGA-AK-3445-01A-02R-1277-07 1280 0 69 MALE G3 Stage III T3a M0 NX 1.362411 Renal Clear Cell Carcinoma TCGA-CJ-5684-01A-11R-1541-07 2231 0 61 MALE G2 Stage III T3a M0 NX 0.7616906 Renal Clear Cell Carcinoma TCGA-BP-4338-01A-01R-1289-07 2859 0 43 MALE G3 Stage I T1b M0 N0 2.362559 Renal Clear Cell Carcinoma TCGA-B0-5085-01A-01R-1334-07 770 1 76 FEMALE G3 Stage III T3a M0 N0 0.8973859 Renal Clear Cell Carcinoma TCGA-A3-3380-01A-01R-0864-07 567 0 54 MALE G2 Stage I T1 M0 N0 0.5159469 Renal Clear Cell Carcinoma TCGA-AK-3454-01A-02R-1277-07 874 0 84 MALE G3 Stage I T1b M0 NX 3.645464 Renal Clear Cell Carcinoma TCGA-B8-5162-01A-01R-1420-07 22 0 62 MALE G2 Stage II T2a M0 NX 1.433062 Renal Clear Cell Carcinoma TCGA-A3-3351-01A-02R-1325-07 910 0 42 MALE G2 Stage II T2a M0 N0 1.265397 Renal Clear Cell Carcinoma TCGA-AK-3429-01A-02R-1325-07 2017 0 54 FEMALE G2 Stage II T2 M0 N0 1.05972 Renal Clear Cell Carcinoma TCGA-CJ-4870-01A-01R-1305-07 1498 0 58 FEMALE G2 Stage III T3a M0 NX 0.55898 Renal Clear Cell Carcinoma TCGA-CZ-5985-01A-11R-1672-07 1629 0 58 MALE G2 Stage II T2 M0 N0 0.9655681 Renal Clear Cell Carcinoma TCGA-CZ-4865-01A-02R-1503-07 166 1 70 FEMALE G2 Stage I T1a M0 NX 1.327115 Renal Clear Cell Carcinoma TCGA-B0-4691-01A-01R-1277-07 139 1 55 MALE G3 Stage IV T2 M1 N0 2.211031 Renal Clear Cell Carcinoma TCGA-CJ-5680-01A-11R-1541-07 768 1 65 FEMALE G4 Stage IV T3a M1 NX 0.5842641 Renal Clear Cell Carcinoma TCGA-A3-3347-01A-02R-1325-07 1610 1 76 FEMALE G2 Stage III T1b M0 N1 4.54809 Renal Clear Cell Carcinoma TCGA-BP-4758-01A-01R-1289-07 2208 0 40 MALE G2 Stage I T1a M0 NX 1.385236 Renal Clear Cell Carcinoma TCGA-BP-4355-01A-01R-1289-07 953 1 59 FEMALE G4 Stage III T3a M0 NX 0.3612381 Renal Clear Cell Carcinoma TCGA-BP-4789-01A-01R-1305-07 1489 0 48 MALE G2 Stage I T1a M0 NX 0.3520176 Renal Clear Cell Carcinoma TCGA-DV-5573-01A-01R-1541-07 1130 0 41 MALE G2 Stage I T1a M0 NX 2.433644 Renal Clear Cell Carcinoma TCGA-BP-4774-01A-01R-1289-07 1885 0 57 FEMALE G2 Stage I T1a M0 NX 0.9365415 Renal Clear Cell Carcinoma TCGA-BP-4986-01A-01R-1334-07 785 0 75 MALE G3 Stage I T1a M0 N0 0.8312896 Renal Clear Cell Carcinoma TCGA-B0-5113-01A-01R-1420-07 359 0 69 FEMALE G2 Stage III T3a M0 N0 0.455626 Renal Clear Cell Carcinoma TCGA-BP-4161-01A-02R-1325-07 2746 0 74 MALE G3 Stage I T1b M0 NX 1.056482 Renal Clear Cell Carcinoma TCGA-B0-5117-01A-01R-1420-07 535 0 40 MALE G2 Stage I T1b M0 NX 0.3303912 Renal Clear Cell Carcinoma TCGA-BP-4325-01A-02R-1289-07 2964 0 64 FEMALE G2 Stage I T1b M0 N0 1.823936 Renal Clear Cell Carcinoma TCGA-CW-6088-01A-11R-1672-07 3222 0 60 MALE G2 Stage I T1b M0 N0 0.4940991 Renal Clear Cell Carcinoma TCGA-BP-4790-01A-01R-1305-07 1111 1 76 MALE G2 Stage I T1a M0 NX 0.6141664 Renal Clear Cell Carcinoma TCGA-BP-4342-01A-01R-1289-07 2256 1 79 MALE G3 Stage II T2 M0 N0 1.877177 Renal Clear Cell Carcinoma TCGA-BP-4983-01A-01R-1334-07 1413 0 67 FEMALE G4 Stage III T3a M0 NX 13.5006 Renal Clear Cell Carcinoma TCGA-B0-4833-01A-01R-1305-07 2386 1 82 FEMALE G2 Stage I T1b M0 N0 1.557754 Renal Clear Cell Carcinoma TCGA-CW-5589-01A-01R-1541-07 2378 0 52 MALE G2 Stage I T1a M0 NX 0.577092 Renal Clear Cell Carcinoma TCGA-CJ-4874-01A-01R-1305-07 2283 0 73 FEMALE G3 Stage I T1b M0 N0 0.6949075 Renal Clear Cell Carcinoma TCGA-CJ-4887-01A-01R-1305-07 932 1 48 MALE G3 Stage IV T3a M1 NX 2.133828 Renal Clear Cell Carcinoma TCGA-AK-3456-01A-02R-1325-07 1143 0 48 MALE G3 Stage II T2 M0 N0 0.1692251 Renal Clear Cell Carcinoma TCGA-B0-5109-01A-02R-1420-07 587 1 69 MALE G4 Stage III T3b M0 N1 25.11721 Renal Clear Cell Carcinoma TCGA-B8-A8YJ-01A-13R-A39I-07 431 0 60 FEMALE G2 Stage I T1b unknow NX 0.5747626 Renal Clear Cell Carcinoma TCGA-BP-5001-01A-01R-1334-07 1177 0 43 FEMALE G2 Stage I T1b M0 NX 0.859624 Renal Clear Cell Carcinoma TCGA-B0-4837-01A-01R-1305-07 1378 1 63 MALE G3 Stage I T1b M0 N0 1.612509 Renal Clear Cell Carcinoma TCGA-B0-4694-01A-01R-1277-07 106 1 72 MALE G4 Stage III T3b M0 NX 0.7688612 Renal Clear Cell Carcinoma TCGA-BP-4334-01A-01R-1289-07 645 1 56 MALE G3 Stage III T3a M0 N0 0.346389 Renal Clear Cell Carcinoma TCGA-B0-5710-01A-11R-1672-07 1459 0 57 MALE G2 Stage I T1b M0 N0 0.5945685 Renal Clear Cell Carcinoma TCGA-CJ-5681-01A-11R-1541-07 552 1 44 FEMALE G3 Stage IV T3a M1 NX 2.530269 Renal Clear Cell Carcinoma TCGA-B0-4696-01A-01R-1277-07 866 1 58 MALE G3 Stage III T3a M0 N0 20.79568 Renal Clear Cell Carcinoma TCGA-A3-A6NL-01A-11R-A33J-07 689 0 49 FEMALE G2 Stage I T1b MX NX 0.8897972 Renal Clear Cell Carcinoma TCGA-B0-4852-01A-01R-1503-07 1121 1 78 FEMALE G2 Stage II T2 M0 N0 1.039612 Renal Clear Cell Carcinoma TCGA-B0-5690-01A-11R-1541-07 2408 0 53 FEMALE G1 Stage I T1b M0 NX 1.004876 Renal Clear Cell Carcinoma TCGA-BP-4975-01A-01R-1334-07 1433 0 40 MALE G3 Stage I T1b M0 NX 0.7896637 Renal Clear Cell Carcinoma TCGA-CZ-4862-01A-01R-1305-07 1843 0 46 MALE G2 Stage I T1b M0 NX 1.683329 Renal Clear Cell Carcinoma TCGA-B0-4701-01A-01R-1277-07 238 1 66 FEMALE G3 Stage IV T3a M1 N0 1.621158 Renal Clear Cell Carcinoma TCGA-B8-A54H-01A-11R-A33J-07 256 0 69 FEMALE G3 Stage II T2a MX N0 0.4104137 Renal Clear Cell Carcinoma TCGA-B0-4847-01A-01R-1277-07 793 1 60 MALE G3 Stage IV T3a M1 NX 2.168748 Renal Clear Cell Carcinoma TCGA-BP-4769-01A-01R-1289-07 1876 0 63 MALE G2 Stage I T1a M0 NX 0.1922452 Renal Clear Cell Carcinoma TCGA-CZ-5982-01A-11R-1672-07 2042 0 59 FEMALE G2 Stage I T1a M0 NX 0.4323163 Renal Clear Cell Carcinoma TCGA-BP-4992-01A-01R-1334-07 501 0 66 MALE G4 Stage I T1b M0 NX 1.816488 Renal Clear Cell Carcinoma TCGA-B0-5695-01A-11R-1541-07 1420 0 61 FEMALE G2 Stage I T1b M0 N0 0.4878742 Renal Clear Cell Carcinoma TCGA-A3-3367-01A-02R-1420-07 2270 0 72 MALE G3 Stage I T1b M0 N0 0.6186166 Renal Clear Cell Carcinoma TCGA-A3-3359-01A-01R-0864-07 2504 0 82 FEMALE G2 Stage I T1a M0 N0 1.13141 Renal Clear Cell Carcinoma TCGA-CJ-4907-01A-01R-1426-07 1499 0 58 MALE G3 Stage III T3b M0 NX 0.697375 Renal Clear Cell Carcinoma TCGA-B8-4622-01A-02R-1277-07 181 0 57 MALE G3 Stage IV T3a M1 N0 0.888449 Renal Clear Cell Carcinoma TCGA-BP-4994-01A-01R-1334-07 1308 0 54 MALE G3 Stage I T1a M0 NX 0.1810716 Renal Clear Cell Carcinoma TCGA-B0-4703-01A-01R-1277-07 182 1 51 MALE G4 Stage IV T3a M1 N0 2.917581 Renal Clear Cell Carcinoma TCGA-B0-5702-01A-11R-1541-07 1605 0 71 MALE G2 Stage I T1b M0 N0 0.4359962 Renal Clear Cell Carcinoma TCGA-CJ-4638-01A-02R-1325-07 431 1 46 FEMALE G4 Stage IV T3a M1 N1 2.121382 Renal Clear Cell Carcinoma TCGA-A3-A8OW-01A-11R-A37O-07 323 0 37 MALE G2 Stage III T3a MX NX 0.5880998 Renal Clear Cell Carcinoma TCGA-BP-5177-01A-01R-1426-07 293 0 46 FEMALE G3 Stage I T1a M0 NX 0.8856399 Renal Clear Cell Carcinoma TCGA-CZ-5984-01A-11R-1672-07 1491 0 51 MALE G3 Stage I T1b M0 N0 1.282689 Renal Clear Cell Carcinoma TCGA-B8-A54G-01A-11R-A266-07 53 0 50 MALE G3 Stage I T1a MX NX 3.358882 Renal Clear Cell Carcinoma TCGA-CJ-4904-01A-02R-1426-07 1792 0 60 FEMALE G3 Stage IV T3a M1 N0 0.465827 Renal Clear Cell Carcinoma TCGA-CZ-4853-01A-01R-1426-07 774 0 82 MALE G2 Stage I T1a M0 NX 0.4858781 Renal Clear Cell Carcinoma TCGA-B0-5707-01A-11R-1541-07 2828 0 39 FEMALE G3 Stage I T1a M0 N0 0.380835 Renal Clear Cell Carcinoma TCGA-B8-4154-01A-01R-1188-07 255 0 73 FEMALE G2 Stage I T1a M0 N0 0.94458 Renal Clear Cell Carcinoma TCGA-B0-4821-01A-01R-1503-07 1230 1 68 FEMALE G3 Stage III T3b M0 N0 5.670412 Renal Clear Cell Carcinoma TCGA-B8-4153-01B-11R-1672-07 405 0 74 MALE G3 Stage III T3a M0 NX 0.5478829 Renal Clear Cell Carcinoma TCGA-CJ-6030-01A-11R-1672-07 2299 1 65 MALE G3 Stage I T1a M0 N0 1.483708 Renal Clear Cell Carcinoma TCGA-CZ-5456-01A-01R-1503-07 1558 0 57 MALE G3 Stage II T2 M0 N0 1.373553 Renal Clear Cell Carcinoma TCGA-CJ-6032-01A-11R-1672-07 2548 0 63 FEMALE G3 Stage II T2 M0 NX 0.4518949 Renal Clear Cell Carcinoma TCGA-BP-4969-01A-01R-1334-07 1794 0 63 FEMALE G2 Stage I T1a M0 NX 0.7949297 Renal Clear Cell Carcinoma TCGA-B8-5546-01A-01R-1541-07 505 0 38 FEMALE G2 Stage I T1b M0 N0 0.2477969 Renal Clear Cell Carcinoma TCGA-B4-5844-01A-11R-1672-07 7 0 61 FEMALE G1 Stage II T2 M0 N0 0.5097716 Renal Clear Cell Carcinoma TCGA-A3-3316-01A-01R-0864-07 1493 0 57 MALE G3 Stage II T2 M0 NX 0.6043054 Renal Clear Cell Carcinoma TCGA-B8-A54E-01A-11R-A266-07 909 0 62 FEMALE G3 Stage I T1b MX NX 0.3607348 Renal Clear Cell Carcinoma TCGA-BP-4766-01A-01R-1289-07 1462 0 43 FEMALE G3 Stage I T1a M0 NX 1.03335 Renal Clear Cell Carcinoma TCGA-B8-5550-01A-01R-1541-07 434 0 71 MALE G3 Stage III T3a M0 N0 1.359933 Renal Clear Cell Carcinoma TCGA-A3-3306-01A-01R-0864-07 1120 0 67 MALE G3 Stage I T1b M0 N0 0.9003411 Renal Clear Cell Carcinoma TCGA-B0-4699-01A-01R-1277-07 110 1 74 MALE G4 Stage IV T4 M1 N0 8.584867 Renal Clear Cell Carcinoma TCGA-BP-5010-01A-02R-1420-07 878 1 63 MALE G4 Stage III T3a M0 N0 1.431328 Renal Clear Cell Carcinoma TCGA-CJ-6033-01A-11R-1672-07 224 1 54 FEMALE G4 Stage IV T3a M1 N0 1.690864 Renal Clear Cell Carcinoma TCGA-B4-5836-01A-11R-1672-07 141 0 61 FEMALE G2 Stage I T1b M0 N0 0.7310295 Renal Clear Cell Carcinoma TCGA-B0-5699-01A-11R-1541-07 2741 0 53 MALE G2 Stage I T1 M0 N0 1.372305 Renal Clear Cell Carcinoma TCGA-B0-5711-01A-11R-1672-07 2931 0 50 MALE G3 Stage III T3b M0 NX 0.6427955 Renal Clear Cell Carcinoma TCGA-CZ-5452-01A-01R-1503-07 1556 0 69 MALE G2 Stage II T2 M0 N0 1.385098 Renal Clear Cell Carcinoma TCGA-B0-5120-01A-01R-1420-07 493 0 72 FEMALE G2 Stage I T1a M0 N0 0.7338231 Renal Clear Cell Carcinoma TCGA-BP-4991-01A-01R-1334-07 1413 0 54 MALE G2 Stage I T1a M0 NX 0.7197647 Renal Clear Cell Carcinoma TCGA-BP-4353-01A-02R-1289-07 375 1 61 MALE G2 Stage I T1 M0 N0 1.229483 Renal Clear Cell Carcinoma TCGA-BP-5009-01A-01R-1334-07 1092 1 52 MALE G3 Stage I T1b M0 NX 1.018974 Renal Clear Cell Carcinoma TCGA-BP-5006-01A-01R-1334-07 840 0 61 MALE G2 Stage I T1a M0 N0 0.6149838 Renal Clear Cell Carcinoma TCGA-B8-4619-01A-02R-1325-07 19 0 58 MALE G2 Stage I T1a M0 N0 0.2462391 Renal Clear Cell Carcinoma TCGA-BP-4973-01A-01R-1334-07 1384 0 47 MALE G3 Stage III T3a M0 NX 0.9679221 Renal Clear Cell Carcinoma TCGA-A3-3324-01A-02R-1325-07 1186 0 51 MALE G3 Stage I T1b M0 NX 0.5085998 Renal Clear Cell Carcinoma TCGA-B0-4693-01A-01R-1277-07 77 1 72 FEMALE G4 Stage III T3a M0 N0 0.4344453 Renal Clear Cell Carcinoma TCGA-BP-4784-01A-01R-1305-07 1854 0 67 FEMALE G2 Stage I T1a M0 NX 0.6221905 Renal Clear Cell Carcinoma TCGA-CZ-5463-01A-01R-1503-07 662 0 76 MALE G2 Stage II T2 M0 NX 0.6126987 Renal Clear Cell Carcinoma TCGA-6D-AA2E-01A-11R-A37O-07 362 0 68 FEMALE G2 Stage I T1b MX NX 0.2553889 Renal Clear Cell Carcinoma TCGA-AK-3447-01A-01R-1766-07 1217 0 83 MALE G2 Stage II T2 M0 NX 0.0774718 Renal Clear Cell Carcinoma TCGA-EU-5904-01A-11R-1672-07 551 0 47 FEMALE G1 Stage I T1 M0 NX 0.3594628 Renal Clear Cell Carcinoma TCGA-B8-5158-01A-01R-1420-07 293 0 56 MALE G4 Stage III T3a M0 N1 2.467008 Renal Clear Cell Carcinoma TCGA-CJ-4916-01A-01R-1426-07 1373 0 69 FEMALE G3 Stage III T3a M0 NX 1.678631 Renal Clear Cell Carcinoma TCGA-A3-A6NI-01A-11R-A33J-07 1018 0 47 MALE G3 Stage I T1a MX NX 1.153694 Renal Clear Cell Carcinoma TCGA-BP-4964-01A-01R-1334-07 1862 0 54 FEMALE G2 Stage I T1a M0 N0 0.6766411 Renal Clear Cell Carcinoma TCGA-B0-5712-01A-11R-1672-07 2722 0 68 FEMALE G3 Stage IV T2 M1 N0 0.5073182 Renal Clear Cell Carcinoma TCGA-BP-4965-01A-01R-1334-07 1871 0 46 MALE G2 Stage I T1a M0 NX 0.9628281 Renal Clear Cell Carcinoma TCGA-A3-3326-01A-01R-0864-07 1137 0 47 MALE G1 Stage I T1a M0 NX 1.226934 Renal Clear Cell Carcinoma TCGA-A3-3378-01A-02R-1325-07 630 0 60 MALE G3 Stage I T1 M0 N0 1.630418 Renal Clear Cell Carcinoma TCGA-B0-4844-01A-01R-1277-07 313 1 60 MALE G3 Stage IV T3a M1 NX 1.25386 Renal Clear Cell Carcinoma TCGA-AK-3425-01A-02R-1277-07 3343 0 68 MALE G2 Stage I T1 M0 N0 1.602867 Renal Clear Cell Carcinoma TCGA-BP-4971-01A-01R-1334-07 1487 0 40 MALE G3 Stage III T3a M0 N0 1.341833 Renal Clear Cell Carcinoma TCGA-B8-4620-01A-02R-1325-07 226 0 70 FEMALE G2 Stage III T3a M0 N0 1.030129 Renal Clear Cell Carcinoma TCGA-BP-4967-01A-01R-1334-07 205 0 76 MALE G2 Stage III T3a M0 N0 1.074651 Renal Clear Cell Carcinoma TCGA-BP-4765-01A-01R-1289-07 2184 0 43 MALE G2 Stage I T1a M0 NX 0.6362744 Renal Clear Cell Carcinoma TCGA-BP-4782-01A-02R-1420-07 354 0 55 FEMALE G2 Stage I T1a M0 NX 0.5917597 Renal Clear Cell Carcinoma TCGA-B0-5108-01A-01R-1420-07 911 0 54 MALE G2 Stage III T3a M0 N0 0.8540374 Renal Clear Cell Carcinoma TCGA-B8-5165-01A-01R-1420-07 8 0 43 MALE G2 Stage I T1a M0 N0 0.4405067 Renal Clear Cell Carcinoma TCGA-A3-3343-01A-01R-0864-07 945 0 79 MALE G3 Stage II T2 M0 N0 0.4787095 Renal Clear Cell Carcinoma TCGA-B0-5100-01A-01R-1420-07 1913 1 72 MALE G3 Stage III T3a M0 NX 1.356047 Renal Clear Cell Carcinoma TCGA-CJ-4869-01A-02R-1426-07 2554 0 49 MALE G2 Stage III T2 M0 N1 1.753129 Renal Clear Cell Carcinoma TCGA-CJ-4895-01A-01R-1305-07 1200 1 62 MALE G4 Stage IV T3a M1 NX 1.680097 Renal Clear Cell Carcinoma TCGA-B0-5691-01A-11R-1541-07 3431 0 66 FEMALE G3 Stage I T1a M0 N0 0.6591733 Renal Clear Cell Carcinoma TCGA-BP-4352-01A-01R-1289-07 344 1 74 FEMALE G4 Stage IV T3b M1 N0 1.920874 Renal Clear Cell Carcinoma TCGA-BP-4801-01A-02R-1420-07 1124 0 57 MALE G2 Stage I T1a M0 NX 0.3238018 Renal Clear Cell Carcinoma TCGA-BP-4998-01A-01R-1334-07 932 0 49 MALE G3 Stage I T1a M0 NX 1.04602 Renal Clear Cell Carcinoma TCGA-B0-5077-01A-01R-1334-07 1317 1 77 MALE G3 Stage I T1a M0 N0 1.658504 Renal Clear Cell Carcinoma TCGA-CW-5584-01A-01R-1541-07 164 1 74 MALE G3 Stage III T3b M0 N1 0.6902025 Renal Clear Cell Carcinoma TCGA-BP-5170-01A-01R-1426-07 2412 0 55 MALE G2 Stage I T1a M0 NX 0.6156728 Renal Clear Cell Carcinoma TCGA-BP-4340-01A-01R-1289-07 562 1 70 FEMALE G2 Stage I T1b M0 N0 0.6877119 Renal Clear Cell Carcinoma TCGA-BP-5180-01A-01R-1426-07 2263 0 53 MALE G2 Stage I T1a M0 NX 1.154583 Renal Clear Cell Carcinoma TCGA-CJ-4639-01A-02R-1325-07 2308 0 49 FEMALE G2 Stage II T2 M0 N0 0.7739602 Renal Clear Cell Carcinoma TCGA-CZ-4860-01A-01R-1305-07 206 1 60 MALE G4 Stage IV T4 M1 NX 2.30696 Renal Clear Cell Carcinoma TCGA-B0-4813-01A-01R-1277-07 18 1 68 MALE G3 Stage III T3b M0 NX 2.726703 Renal Clear Cell Carcinoma TCGA-BP-4326-01A-01R-1289-07 1625 1 53 FEMALE G2 Stage I T1b M0 N0 0.977086 Renal Clear Cell Carcinoma TCGA-B0-4845-01A-01R-1277-07 1986 1 70 MALE G2 Stage IV T3a M1 NX 1.790271 Renal Clear Cell Carcinoma TCGA-B2-4099-01A-02R-1188-07 374 0 83 MALE G3 Stage I T1a M0 NX 0.9237351 Renal Clear Cell Carcinoma TCGA-BP-4345-01A-01R-1289-07 1516 0 62 MALE G3 Stage III T3b M0 N0 1.857925 Renal Clear Cell Carcinoma TCGA-MM-A563-01A-11R-A266-07 591 0 41 MALE G2 unknow T3 MX NX 2.003183 Renal Clear Cell Carcinoma TCGA-CJ-4897-01A-03R-1426-07 1808 0 79 FEMALE G3 Stage III T3a M0 NX 0.4561314 Renal Clear Cell Carcinoma TCGA-BP-5186-01A-01R-1426-07 693 0 50 FEMALE G2 Stage I T1a M0 N0 0.4933762 Renal Clear Cell Carcinoma TCGA-AK-3433-01A-02R-1277-07 2192 0 48 FEMALE GX Stage II T2 M0 N0 0.1165453 Renal Clear Cell Carcinoma TCGA-CJ-4889-01A-01R-1305-07 1946 0 63 FEMALE G4 Stage I T1a M0 NX 0.5216962 Renal Clear Cell Carcinoma TCGA-A3-3335-01A-01R-0864-07 1886 0 41 MALE G4 Stage II T2a M0 N0 0.4561361 Renal Clear Cell Carcinoma TCGA-CZ-5455-01A-01R-1503-07 561 1 63 MALE G4 Stage IV T3b M1 NX 1.482901 Renal Clear Cell Carcinoma TCGA-B0-5107-01A-01R-1420-07 927 1 65 FEMALE G4 Stage IV T2 M1 N0 5.758718 Renal Clear Cell Carcinoma TCGA-CZ-4856-01A-02R-1426-07 18 0 62 FEMALE G2 Stage I T1b M0 N0 0.4946573 Renal Clear Cell Carcinoma TCGA-B0-5110-01A-01R-1420-07 1092 0 71 FEMALE G2 Stage I T1a M0 N0 0.3615577 Renal Clear Cell Carcinoma TCGA-CJ-4634-01A-02R-1325-07 1820 0 60 FEMALE G2 Stage I T1b M0 NX 0.6029623 Renal Clear Cell Carcinoma TCGA-CZ-5986-01A-11R-1672-07 373 0 61 MALE G3 Stage I T1 M0 N0 0.6127914 Renal Clear Cell Carcinoma TCGA-B8-4151-01A-01R-1188-07 280 0 51 FEMALE G2 Stage III T3a M0 N0 0.4784125 Renal Clear Cell Carcinoma TCGA-B0-5116-01A-02R-1420-07 657 0 52 MALE G3 Stage III T3b M0 N0 2.753451 Renal Clear Cell Carcinoma TCGA-BP-4174-01A-02R-1289-07 1879 0 49 MALE G3 Stage II T2 M0 N0 0.6901335 Renal Clear Cell Carcinoma TCGA-CJ-4881-01A-01R-1305-07 2014 0 41 MALE G3 Stage III T3a M0 NX 1.739844 Renal Clear Cell Carcinoma TCGA-AK-3431-01A-02R-1277-07 1853 0 62 FEMALE G3 Stage II T2 M0 NX 1.058392 Renal Clear Cell Carcinoma TCGA-B0-4811-01A-01R-1503-07 1417 1 48 MALE G3 Stage III T3a M0 N0 2.940531 Renal Clear Cell Carcinoma TCGA-A3-3313-01A-02R-1325-07 735 1 59 MALE G3 Stage I T1b M0 N0 1.242402 Renal Clear Cell Carcinoma TCGA-B0-5698-01A-11R-1672-07 2583 0 77 MALE G3 Stage I T1b M0 N0 0.6031649 Renal Clear Cell Carcinoma TCGA-B0-4815-01A-01R-1503-07 1588 1 65 MALE G4 Stage III T3a M0 NX 4.259085 Renal Clear Cell Carcinoma TCGA-AK-3461-01A-02R-1277-07 853 0 72 MALE G2 Stage I T1a M0 NX 0.9521975 Renal Clear Cell Carcinoma TCGA-CJ-4641-01A-02R-1325-07 1661 1 55 FEMALE G4 Stage IV T3a M1 NX 1.955641 Renal Clear Cell Carcinoma TCGA-B0-4698-01A-01R-1503-07 42 1 75 MALE G4 Stage IV T4 M0 NX 28.11502 Renal Clear Cell Carcinoma TCGA-B2-5633-01B-04R-A277-07 358 0 56 MALE G2 Stage I T1b M0 N0 0.7477657 Renal Clear Cell Carcinoma TCGA-BP-4777-01A-01R-1289-07 1731 0 46 MALE G3 Stage I T1a M0 NX 1.744051 Renal Clear Cell Carcinoma TCGA-CJ-4884-01A-01R-1305-07 1759 0 72 FEMALE G3 Stage III T3a M0 NX 0.894141 Renal Clear Cell Carcinoma TCGA-B4-5838-01A-11R-1672-07 166 0 52 MALE G2 unknow T3 M0 N1 0.9052097 Renal Clear Cell Carcinoma TCGA-AK-3443-01A-02R-1325-07 1423 0 45 MALE GX Stage II T2 M0 N0 0.2479881 Renal Clear Cell Carcinoma TCGA-CZ-5459-01A-01R-1503-07 1515 0 63 MALE G3 Stage III T3b M0 NX 1.593289 Renal Clear Cell Carcinoma TCGA-BP-4775-01A-01R-1289-07 1843 0 55 FEMALE G2 Stage I T1a M0 NX 0.8540591 Renal Clear Cell Carcinoma TCGA-DV-5568-01A-01R-1541-07 370 0 26 MALE G2 Stage I T1a M0 NX 1.542068 Renal Clear Cell Carcinoma TCGA-DV-5575-01A-01R-1541-07 1006 0 52 FEMALE G2 Stage I T1a M0 NX 0.9265108 Renal Clear Cell Carcinoma TCGA-CZ-4854-01A-01R-1305-07 1404 1 68 MALE G2 Stage I T1b M0 N0 1.130743 Renal Clear Cell Carcinoma TCGA-BP-4981-01A-01R-1334-07 1097 1 75 FEMALE G3 Stage III T3a M0 NX 0.5688576 Renal Clear Cell Carcinoma TCGA-A3-3311-01A-02R-1325-07 1191 1 57 MALE G2 Stage I T1 M0 NX 1.180159 Renal Clear Cell Carcinoma TCGA-BP-5173-01A-01R-1426-07 62 1 75 MALE G2 Stage I T1a M0 NX 1.568462 Renal Clear Cell Carcinoma TCGA-BP-5007-01A-01R-1334-07 1140 0 45 MALE G2 Stage II T2 M0 N0 0.8461631 Renal Clear Cell Carcinoma TCGA-A3-3362-01A-02R-1325-07 1559 0 60 FEMALE G2 Stage I T1a M0 N0 0.841386 Renal Clear Cell Carcinoma TCGA-BP-4781-01A-01R-1305-07 2080 0 78 MALE G3 Stage I T1a M0 NX 0.9516473 Renal Clear Cell Carcinoma TCGA-B4-5835-01A-11R-1672-07 16 0 64 FEMALE G2 Stage I T1 M0 N0 2.145097 Renal Clear Cell Carcinoma TCGA-CZ-5469-01A-01R-1503-07 946 1 41 MALE G2 Stage II T2 M0 N0 5.152109 Renal Clear Cell Carcinoma TCGA-BP-4330-01A-01R-1289-07 1888 0 60 FEMALE G2 Stage III T3a M0 N0 1.175759 Renal Clear Cell Carcinoma TCGA-CJ-4878-01A-01R-1305-07 2186 0 71 FEMALE G2 Stage III T3a M0 NX 1.356384 Renal Clear Cell Carcinoma TCGA-A3-3383-01A-02R-1325-07 861 0 52 MALE G2 Stage I T1 M0 NX 2.182158 Renal Clear Cell Carcinoma TCGA-BP-4349-01A-01R-1289-07 372 0 68 FEMALE G2 Stage I T1a M0 NX 0.4016815 Renal Clear Cell Carcinoma TCGA-BP-5184-01A-01R-1426-07 1133 0 54 MALE G3 Stage I T1a M0 NX 0.7052533 Renal Clear Cell Carcinoma TCGA-BP-4159-01A-02R-1289-07 2601 1 70 MALE G2 Stage I T1b M0 N0 0.7164112 Renal Clear Cell Carcinoma TCGA-CJ-6028-01A-11R-1672-07 1625 1 58 MALE G4 Stage IV T3a M1 NX 1.854781 Renal Clear Cell Carcinoma TCGA-BP-4804-01A-02R-1305-07 1459 0 59 MALE G2 Stage I T1b M0 NX 1.99486 Renal Clear Cell Carcinoma TCGA-CJ-4912-01A-01R-1426-07 1657 0 61 MALE G3 Stage II T2 M0 NX 0.5864496 Renal Clear Cell Carcinoma TCGA-CJ-4873-01A-01R-1305-07 1776 0 85 FEMALE G3 Stage III T3a M0 N0 1.631047 Renal Clear Cell Carcinoma TCGA-CZ-5461-01A-01R-1503-07 330 1 52 MALE G4 Stage IV T1b M1 NX 0.6205569 Renal Clear Cell Carcinoma TCGA-BP-4771-01A-01R-1289-07 162 1 62 MALE G4 Stage IV T3a M1 N0 3.744029 Renal Clear Cell Carcinoma TCGA-B8-5163-01A-01R-1420-07 4 0 63 FEMALE G3 Stage III T3a M0 N0 1.729671 Renal Clear Cell Carcinoma TCGA-A3-3363-01A-01R-0864-07 319 0 50 MALE G2 Stage II T2 M0 N0 0.8044943 Renal Clear Cell Carcinoma TCGA-CZ-4864-01A-01R-1503-07 1315 1 86 MALE G3 Stage II T2 M0 N0 1.513156 Renal Clear Cell Carcinoma TCGA-EU-5906-01A-11R-1672-07 206 0 55 MALE G2 Stage I T1b M0 NX 0.7757767 Renal Clear Cell Carcinoma TCGA-AK-3426-01A-02R-1325-07 885 1 37 MALE G3 Stage III T3a M0 N1 6.491693 Renal Clear Cell Carcinoma TCGA-B0-5703-01A-11R-1541-07 1203 0 73 MALE G3 Stage I T1b M0 N0 0.97104 Renal Clear Cell Carcinoma TCGA-B8-A54J-01A-11R-A33J-07 528 0 60 MALE G2 Stage II T2a MX NX 1.038877 Renal Clear Cell Carcinoma TCGA-BP-4166-01A-02R-1289-07 13 0 69 MALE G3 Stage III T3a M0 N0 0.8718848 Renal Clear Cell Carcinoma TCGA-BP-4332-01A-01R-1289-07 1133 0 36 MALE G2 Stage III T3a M0 N0 0.9142808 Renal Clear Cell Carcinoma TCGA-CW-5591-01A-01R-1541-07 2271 0 56 MALE G2 Stage IV T3a M1 N0 0.3091631 Renal Clear Cell Carcinoma TCGA-B0-5084-01A-01R-1334-07 222 1 33 MALE G3 Stage IV T3a M1 N1 21.63013 Renal Clear Cell Carcinoma TCGA-B0-4707-01A-01R-1277-07 600 1 63 MALE G4 Stage III T3a M0 NX 1.963888 Renal Clear Cell Carcinoma TCGA-B8-5164-01A-01R-1420-07 23 0 65 MALE G3 Stage III T3a M0 N0 1.606474 Renal Clear Cell Carcinoma TCGA-B4-5832-01A-11R-1672-07 155 0 65 MALE G2 Stage III T3b M0 N0 0.1382319 Renal Clear Cell Carcinoma TCGA-BP-4176-01A-02R-1289-07 1955 0 64 MALE G2 Stage I T1b M0 NX 0.5801874 Renal Clear Cell Carcinoma TCGA-B8-4146-01B-11R-1672-07 511 0 41 FEMALE G2 Stage I T1b M0 NX 0.482703 Renal Clear Cell Carcinoma TCGA-BP-4163-01A-02R-1325-07 2839 0 60 FEMALE G3 Stage III T3a M0 N0 0.7383869 Renal Clear Cell Carcinoma TCGA-DV-5565-01A-01R-1541-07 1329 0 59 MALE G2 Stage I T1a M0 NX 0.3874136 Renal Clear Cell Carcinoma TCGA-BP-4158-01A-02R-1289-07 3377 0 69 MALE G2 Stage I T1b M0 N0 0.7063094 Renal Clear Cell Carcinoma TCGA-CJ-4642-01B-01R-1305-07 1628 0 47 MALE G2 Stage II T2 M0 NX 7.123693 Renal Clear Cell Carcinoma TCGA-B0-5692-01A-11R-1541-07 1487 0 66 FEMALE G3 Stage III T3b M0 N0 1.585065 Renal Clear Cell Carcinoma TCGA-CJ-4885-01A-01R-1305-07 2125 0 64 MALE G3 Stage IV T3a M1 NX 0.1837933 Renal Clear Cell Carcinoma TCGA-B4-5834-01A-11R-1672-07 38 0 59 MALE G1 Stage I T1 M0 N0 0.6703954 Renal Clear Cell Carcinoma TCGA-BP-4770-01A-01R-1503-07 329 1 73 FEMALE G4 Stage IV T4 M0 N0 7.150613 Renal Clear Cell Carcinoma TCGA-B0-4823-01A-02R-1420-07 454 1 88 MALE G2 Stage I T1a M0 N0 0.6020448 Renal Clear Cell Carcinoma TCGA-BP-5168-01A-01R-1420-07 1463 1 75 MALE G2 Stage I T1a M0 NX 0.6325155 Renal Clear Cell Carcinoma TCGA-CW-6093-01A-11R-1672-07 3146 0 73 MALE G1 Stage I T1a M0 NX 0.7451372 Renal Clear Cell Carcinoma TCGA-MM-A84U-01A-11R-A37O-07 700 0 58 FEMALE G2 Stage I T1a MX NX 0.7426691 Renal Clear Cell Carcinoma TCGA-CJ-4637-01A-02R-1325-07 2227 1 52 FEMALE G4 Stage IV T2b M1 NX 4.278286 Renal Clear Cell Carcinoma TCGA-A3-3370-01A-02R-1420-07 2274 0 48 FEMALE G2 Stage I T1b M0 N0 1.076222 Renal Clear Cell Carcinoma TCGA-BP-4993-01A-02R-1420-07 177 0 58 MALE G3 Stage I T1a M0 NX 0.5983406 Renal Clear Cell Carcinoma TCGA-DV-5576-01A-01R-1541-07 727 1 55 FEMALE G2 Stage I T1a M0 NX 0.5471168 Renal Clear Cell Carcinoma TCGA-BP-5192-01A-01R-1426-07 714 0 59 MALE G2 Stage I T1a M0 NX 0.2899486 Renal Clear Cell Carcinoma TCGA-CJ-4868-01A-01R-1305-07 646 1 42 MALE G3 Stage IV T3a M1 N0 5.61645 Renal Clear Cell Carcinoma TCGA-A3-A8OU-01A-11R-A37O-07 0 0 74 FEMALE G1 Stage I T1a MX NX 1.029011 Renal Clear Cell Carcinoma TCGA-A3-3372-01A-02R-1325-07 735 0 64 MALE G2 Stage III T3 M0 NX 0.6696604 Renal Clear Cell Carcinoma TCGA-B0-4834-01A-01R-1305-07 2090 1 49 MALE G3 Stage I T1a M0 N0 0.3797754 Renal Clear Cell Carcinoma TCGA-AS-3778-01A-01R-A32Z-07 43 0 35 MALE G1 Stage I T1a M0 NX 0.8631699 Renal Clear Cell Carcinoma TCGA-CW-6087-01A-11R-1672-07 41 1 61 MALE G4 Stage IV T3a M1 N1 7.334666 Renal Clear Cell Carcinoma TCGA-B0-4814-01A-01R-1277-07 168 1 58 MALE G3 Stage IV T4 M1 N0 1.137137 Renal Clear Cell Carcinoma TCGA-AK-3465-01A-02R-1325-07 369 0 71 FEMALE GX Stage I T1b M0 NX 0.6412308 Renal Clear Cell Carcinoma TCGA-BP-4170-01A-02R-1289-07 2343 1 72 FEMALE G2 Stage I T1b M0 N0 0.4043332 Renal Clear Cell Carcinoma TCGA-CJ-4643-01A-02R-1325-07 1793 0 67 FEMALE G3 Stage II T2b M0 N0 0.3230692 Renal Clear Cell Carcinoma TCGA-BP-4977-01A-01R-1334-07 454 0 57 MALE G3 Stage I T1b M0 NX 1.369003 Renal Clear Cell Carcinoma TCGA-EU-5907-01A-11R-1672-07 127 0 81 MALE G3 Stage III T3a M0 NX 0.51608 Renal Clear Cell Carcinoma TCGA-B0-5696-01A-11R-1541-07 1727 0 69 MALE G4 Stage III T3a M0 N0 0.6539198 Renal Clear Cell Carcinoma TCGA-CJ-4918-01A-01R-1426-07 93 1 64 MALE G4 Stage IV T3a M1 N0 1.094923 Renal Clear Cell Carcinoma TCGA-BP-4344-01A-01R-1289-07 1666 0 75 FEMALE G2 Stage I T1a M0 NX 0.3754358 Renal Clear Cell Carcinoma TCGA-CJ-4892-01A-01R-1305-07 1521 0 65 FEMALE G2 Stage I T1b M0 N0 1.402126 Renal Clear Cell Carcinoma TCGA-CJ-4644-01A-02R-1325-07 336 1 48 FEMALE G3 Stage IV T3a M1 N0 0.5550497 Renal Clear Cell Carcinoma TCGA-BP-5198-01A-01R-1426-07 603 0 72 MALE G3 Stage III T3b M0 N0 1.121518 Renal Clear Cell Carcinoma TCGA-A3-3323-01A-02R-1325-07 1106 0 53 MALE G1 Stage I T1b M0 NX 0.6121683 Renal Clear Cell Carcinoma TCGA-A3-3329-01A-01R-0864-07 1624 0 75 MALE G2 Stage I T1b M0 N0 0.8023046 Renal Clear Cell Carcinoma TCGA-B4-5377-01A-01R-1503-07 365 0 68 FEMALE G3 Stage IV T3 M1 N0 0.4071958 Renal Clear Cell Carcinoma TCGA-BP-5195-01A-02R-1426-07 749 0 75 MALE G2 Stage I T1a M0 NX 0.4696967 Renal Clear Cell Carcinoma TCGA-BP-4354-01A-02R-1289-07 1034 1 40 MALE G4 Stage IV T4 M1 N1 3.688604 Renal Clear Cell Carcinoma TCGA-BP-4768-01A-01R-1289-07 400 0 72 FEMALE G2 Stage I T1a M0 N0 0.7098425 Renal Clear Cell Carcinoma TCGA-B8-A54F-01A-11R-A266-07 519 0 49 FEMALE G2 Stage I T1a MX NX 0.8358323 Renal Clear Cell Carcinoma TCGA-BP-5187-01A-01R-1426-07 406 0 54 MALE G2 Stage I T1a M0 NX 0.7510716 Renal Clear Cell Carcinoma TCGA-AK-3428-01A-02R-1277-07 2223 0 62 MALE G2 Stage III T3b M0 N0 0.3561726 Renal Clear Cell Carcinoma TCGA-BP-4169-01A-02R-1289-07 701 1 76 FEMALE G2 Stage II T2 M0 N0 1.247139 Renal Clear Cell Carcinoma TCGA-B0-5399-01A-01R-1503-07 652 0 46 MALE G2 Stage I T1b M0 N0 0.9331042 Renal Clear Cell Carcinoma TCGA-BP-5178-01A-01R-1426-07 1912 1 71 MALE G4 Stage IV T3a M1 NX 1.351456 Renal Clear Cell Carcinoma TCGA-CW-5587-01A-01R-1541-07 2226 0 62 FEMALE G2 Stage III T3b M0 N0 1.456257 Renal Clear Cell Carcinoma TCGA-BP-5201-01A-01R-1426-07 951 0 63 MALE G4 Stage IV T3b M1 N0 2.608979 Renal Clear Cell Carcinoma TCGA-CW-5590-01A-01R-1541-07 1075 1 51 MALE G3 Stage IV T3a M1 NX 0.8055425 Renal Clear Cell Carcinoma TCGA-AS-3777-01A-01R-0864-07 1238 0 63 MALE unknow Stage I T1a M0 NX 1.077733 Renal Clear Cell Carcinoma TCGA-B0-4848-01A-01R-1277-07 883 1 54 MALE G3 Stage III T3b M0 NX 0.8966835 Renal Clear Cell Carcinoma TCGA-A3-3358-01A-01R-1541-07 1307 0 57 FEMALE G2 Stage I T1a M0 N0 1.039542 Renal Clear Cell Carcinoma TCGA-B8-A7U6-01A-12R-A37O-07 495 0 54 FEMALE G3 Stage I T1a unknow NX 1.362967 Renal Clear Cell Carcinoma TCGA-BP-4803-01A-01R-1305-07 204 0 79 MALE G3 Stage III T3a M0 NX 0.5058223 Renal Clear Cell Carcinoma TCGA-CJ-4894-01A-01R-1305-07 841 1 58 MALE G3 Stage III T3a M0 N0 1.931326 Renal Clear Cell Carcinoma TCGA-CW-5588-01A-01R-1541-07 2017 0 78 FEMALE G2 Stage I T1a M0 NX 0.8258358 Renal Clear Cell Carcinoma TCGA-A3-3325-01A-01R-0864-07 1170 1 52 MALE G2 Stage I T1a M0 NX 1.112477 Renal Clear Cell Carcinoma TCGA-CJ-4871-01A-01R-1305-07 2423 0 63 MALE G4 Stage IV T3a M1 NX 0.5279564 Renal Clear Cell Carcinoma TCGA-CZ-5466-01A-01R-1503-07 685 0 67 MALE G2 Stage III T3a M0 NX 1.120102 Renal Clear Cell Carcinoma TCGA-CJ-4640-01A-02R-1325-07 1998 0 49 MALE G4 Stage III T3a M0 N0 1.087477 Renal Clear Cell Carcinoma TCGA-BP-4762-01A-02R-1289-07 1343 1 42 MALE G3 Stage I T1a M0 NX 0.7644644 Renal Clear Cell Carcinoma TCGA-B0-5094-01A-01R-1420-07 333 1 62 MALE G2 Stage IV T3b M1 N0 0.7342848 Renal Clear Cell Carcinoma TCGA-CZ-5467-01A-01R-1503-07 73 1 86 FEMALE G4 Stage III T3a M0 N0 0.2957795 Renal Clear Cell Carcinoma TCGA-AK-3436-01A-02R-1325-07 2044 0 40 MALE G2 Stage IV T2 M1 N0 0.8850979 Renal Clear Cell Carcinoma TCGA-B2-5639-01A-01R-1541-07 417 0 46 MALE G3 Stage IV T3 M1 NX 1.155442 Renal Clear Cell Carcinoma TCGA-B8-5159-01A-01R-1420-07 240 0 61 FEMALE G3 Stage I T1a M0 N0 0.441554 Renal Clear Cell Carcinoma TCGA-EU-5905-01A-11R-1672-07 119 0 67 FEMALE G3 Stage I T1 M0 NX 0.704318 Renal Clear Cell Carcinoma TCGA-B0-4824-01A-01R-1277-07 1657 1 49 FEMALE G3 Stage I T1a M0 N0 1.471877 Renal Clear Cell Carcinoma TCGA-BP-4962-01A-01R-1334-07 1785 0 58 MALE G2 Stage II T2 M0 NX 0.9071357 Renal Clear Cell Carcinoma TCGA-A3-3352-01A-01R-0864-07 561 1 74 MALE G3 Stage III T3a M0 N0 0.5643853 Renal Clear Cell Carcinoma TCGA-CJ-5682-01A-11R-1541-07 1883 0 60 MALE G4 Stage IV T3a M1 NX 1.34447 Renal Clear Cell Carcinoma TCGA-BP-4347-01A-01R-1289-07 1367 0 74 MALE G2 Stage III T3b M0 NX 0.7018362 Renal Clear Cell Carcinoma TCGA-A3-3376-01A-02R-1420-07 1696 1 51 MALE G2 Stage I T1a M0 N0 1.165386 Renal Clear Cell Carcinoma TCGA-CJ-4635-01A-02R-1305-07 1416 0 48 MALE G3 Stage I T1b M0 NX 1.609923 Renal Clear Cell Carcinoma TCGA-BP-5183-01A-01R-1426-07 1291 0 57 MALE G3 Stage III T3a M0 NX 1.130038 Renal Clear Cell Carcinoma TCGA-A3-A8OV-01A-11R-A37O-07 340 0 75 MALE G2 Stage I T1a MX NX 0.4482944 Renal Clear Cell Carcinoma TCGA-CZ-5451-01A-01R-1503-07 1668 0 74 MALE G3 Stage II T2 M0 N0 0.6401989 Renal Clear Cell Carcinoma TCGA-B0-5400-01A-01R-1503-07 1132 0 59 FEMALE G4 Stage III T3b M0 N0 0.4908052 Renal Clear Cell Carcinoma TCGA-B8-5551-01A-01R-1541-07 15 0 65 FEMALE G3 Stage I T1b M0 N0 4.006406 Renal Clear Cell Carcinoma TCGA-A3-3346-01A-01R-1766-07 137 1 68 MALE G3 Stage I T1b M0 NX 3.516415 Renal Clear Cell Carcinoma TCGA-A3-3349-01A-01R-1188-07 1385 0 34 FEMALE G2 Stage I T1b M0 N0 1.050432 Renal Clear Cell Carcinoma TCGA-G6-A8L7-01A-11R-A37O-07 2133 0 81 FEMALE G3 Stage I T1b MX N0 5.989898 Renal Clear Cell Carcinoma TCGA-B0-5088-01A-01R-1334-07 563 1 53 MALE G3 Stage I T1b M0 N0 1.102804 Renal Clear Cell Carcinoma TCGA-A3-3387-01A-01R-1541-07 617 0 49 MALE G2 Stage I T1a M0 N0 1.876016 Renal Clear Cell Carcinoma TCGA-BP-4968-01A-01R-1334-07 1746 0 40 MALE G3 Stage I T1b M0 N0 1.710812 Renal Clear Cell Carcinoma TCGA-CJ-4872-01A-01R-1305-07 1435 0 51 MALE G4 Stage I T1b M0 N0 0.9757546 Renal Clear Cell Carcinoma TCGA-DV-A4VZ-01A-11R-A266-07 365 0 53 MALE G2 Stage I T1a MX NX 0.3070627 Renal Clear Cell Carcinoma TCGA-CZ-4857-01A-01R-1305-07 1432 1 56 MALE G3 Stage IV T3a M1 N0 3.349634 Renal Clear Cell Carcinoma TCGA-BP-5199-01A-01R-1426-07 1355 0 58 MALE G4 Stage II T2 M0 N0 2.592796 Renal Clear Cell Carcinoma TCGA-B0-5098-01A-01R-1420-07 1584 1 53 FEMALE G3 Stage I T1 M0 NX 13.47475 Renal Clear Cell Carcinoma TCGA-B0-5104-01A-01R-1420-07 0 1 90 FEMALE G2 Stage I T1 M0 N0 0.4621379 Renal Clear Cell Carcinoma TCGA-B0-4945-01A-01R-1420-07 2145 1 75 FEMALE G2 Stage I T1a M0 N0 0.3040799 Renal Clear Cell Carcinoma TCGA-B0-4842-01A-02R-1420-07 1724 1 73 FEMALE G4 Stage III T3a M0 N0 1.415382 Renal Clear Cell Carcinoma TCGA-B0-5121-01A-02R-1420-07 554 0 56 MALE G2 Stage I T1b M0 N0 0.676942 Renal Clear Cell Carcinoma TCGA-B0-4836-01A-01R-1305-07 1238 1 61 MALE G3 Stage IV T3b M1 NX 1.854509 Renal Clear Cell Carcinoma TCGA-CZ-4861-01A-01R-1305-07 446 1 63 MALE G2 Stage II T2 M0 NX 1.561748 Renal Clear Cell Carcinoma TCGA-A3-3374-01A-02R-1325-07 1314 0 51 FEMALE G2 Stage I T1b M0 N0 0.6340978 Renal Clear Cell Carcinoma TCGA-BP-4329-01A-02R-1289-07 845 1 75 MALE G2 Stage III T3a M0 N0 0.370661 Renal Clear Cell Carcinoma TCGA-AK-3453-01A-02R-1277-07 1397 0 58 FEMALE G2 Stage II T2 M0 NX 3.090827 Renal Clear Cell Carcinoma TCGA-A3-3328-01A-01R-0864-07 1385 0 79 MALE G2 Stage I T1b M0 N0 1.418054 Renal Clear Cell Carcinoma TCGA-AK-3440-01A-02R-1277-07 1745 0 58 MALE G3 Stage I T1a M0 NX 0.2892228 Renal Clear Cell Carcinoma TCGA-CJ-4882-01A-02R-1426-07 1883 0 57 MALE G3 Stage III T3a M0 NX 3.439983 Renal Clear Cell Carcinoma TCGA-A3-A8CQ-01A-11R-A37O-07 3 0 59 FEMALE G2 Stage I T1a MX NX 0.9049809 Renal Clear Cell Carcinoma TCGA-BP-4160-01A-02R-1289-07 2881 0 67 MALE G2 Stage III T3a M0 N0 0.670163 Renal Clear Cell Carcinoma TCGA-B0-4822-01A-01R-1277-07 1111 1 78 MALE G4 Stage II T2 M0 NX 3.395635 Renal Clear Cell Carcinoma TCGA-B0-5700-01A-11R-1541-07 1082 0 77 MALE G2 Stage I T1a M0 N0 0.8386566 Renal Clear Cell Carcinoma TCGA-B8-4148-01A-02R-1325-07 379 0 63 FEMALE G3 Stage I T1a M0 N0 1.881876 Renal Clear Cell Carcinoma TCGA-B4-5378-01A-01R-1503-07 175 0 62 MALE G2 Stage I T1 M0 N0 0.5058797 Renal Clear Cell Carcinoma TCGA-B0-5693-01A-11R-1541-07 3076 0 47 FEMALE G2 Stage I T1b M0 NX 0.534275 Renal Clear Cell Carcinoma TCGA-B0-4838-01A-01R-1305-07 834 1 69 FEMALE G3 Stage I T1b M0 N0 1.620543 Renal Clear Cell Carcinoma TCGA-B0-5102-01A-01R-1420-07 2764 1 74 FEMALE G3 Stage I T1 M0 NX 0.486462 Renal Clear Cell Carcinoma TCGA-BP-4167-01A-02R-1325-07 2718 0 59 MALE G2 Stage III T3a M0 NX 2.05061 Renal Clear Cell Carcinoma TCGA-B0-5095-01A-01R-1420-07 245 1 81 MALE G3 Stage III T3a M0 N0 2.182446 Renal Clear Cell Carcinoma TCGA-DV-5574-01A-01R-1541-07 723 0 37 MALE G2 Stage I T1a M0 NX 1.604873 Renal Clear Cell Carcinoma TCGA-CZ-5465-01A-01R-1503-07 1377 0 76 FEMALE G2 Stage III T3b M0 NX 0.4291331 Renal Clear Cell Carcinoma TCGA-BP-4985-01A-01R-1334-07 952 1 72 MALE G4 Stage III T3a M0 N0 1.134631 Renal Clear Cell Carcinoma TCGA-CW-5583-01A-02R-1541-07 2489 0 51 FEMALE G2 Stage I T1a M0 NX 0.3357358 Renal Clear Cell Carcinoma TCGA-BP-4959-01A-01R-1334-07 2660 0 49 MALE G3 Stage I T1b M0 NX 0.7195027 Renal Clear Cell Carcinoma TCGA-B0-5097-01A-01R-1420-07 665 0 59 FEMALE G2 Stage III T3b M0 N0 2.390265 Renal Clear Cell Carcinoma TCGA-CW-6090-01A-11R-1672-07 2552 0 68 MALE G3 Stage I T1b M0 NX 0.6430595 Renal Clear Cell Carcinoma TCGA-B2-4102-01A-02R-1325-07 202 0 61 MALE G2 Stage I T1b M0 NX 0.565757 Renal Clear Cell Carcinoma TCGA-BP-5190-01A-01R-1426-07 1011 0 61 MALE G3 Stage I T1a M0 NX 0.4954075 Renal Clear Cell Carcinoma TCGA-BP-4960-01A-01R-1334-07 2172 0 46 MALE G3 Stage II T2 M0 N0 1.181548 Renal Clear Cell Carcinoma TCGA-BP-4343-01A-02R-1289-07 1912 1 64 MALE G3 Stage III T3a M0 N0 1.237583 Renal Clear Cell Carcinoma TCGA-AK-3458-01A-01R-1503-07 1168 0 48 MALE G3 Stage I T1b M0 NX 1.107836 Renal Clear Cell Carcinoma TCGA-CZ-5457-01A-01R-1503-07 1547 0 62 MALE G4 Stage III T3a M0 NX 0.438805 Renal Clear Cell Carcinoma TCGA-DV-A4VX-01A-11R-A266-07 1626 1 59 MALE G4 Stage IV T3b MX N0 1.671693 Renal Clear Cell Carcinoma TCGA-A3-A8OX-01A-11R-A37O-07 0 0 65 FEMALE G3 Stage I T1a MX NX 1.163033 Renal Clear Cell Carcinoma TCGA-B0-5706-01A-11R-1541-07 2414 0 45 MALE G2 Stage II T2 M0 N0 1.067484 Renal Clear Cell Carcinoma TCGA-B0-4817-01A-01R-1277-07 1019 1 81 MALE G3 Stage III T3c M0 N0 1.044682 Renal Clear Cell Carcinoma TCGA-B0-5709-01A-11R-1541-07 3117 0 62 FEMALE G3 Stage III T3a M0 NX 1.508538 Renal Clear Cell Carcinoma TCGA-BP-5202-01A-02R-1426-07 29 0 75 MALE G2 Stage III T3a M0 NX 0.5008368 Renal Clear Cell Carcinoma TCGA-CZ-5470-01A-01R-1503-07 0 0 72 FEMALE G3 Stage II T2 M0 N0 2.18839 Renal Clear Cell Carcinoma TCGA-DV-5566-01A-01R-1541-07 1398 0 67 FEMALE G2 Stage I T1a M0 NX 1.820371 Renal Clear Cell Carcinoma TCGA-B8-5545-01A-01R-1672-07 522 0 42 MALE G2 Stage I T1a M0 N0 0.8780566 Renal Clear Cell Carcinoma TCGA-BP-4165-01A-02R-1289-07 3037 0 64 FEMALE G1 Stage I T1b M0 N0 0.7693508 Renal Clear Cell Carcinoma TCGA-BP-4787-01A-01R-1305-07 480 1 59 FEMALE G4 Stage IV T3a M1 N0 0.8548096 Renal Clear Cell Carcinoma TCGA-BP-4327-01A-01R-1289-07 109 1 75 FEMALE G2 Stage II T2 M0 N0 0.6901169 Renal Clear Cell Carcinoma TCGA-BP-5182-01A-01R-1426-07 1165 0 56 MALE G3 Stage I T1a M0 N0 0.8996489 Renal Clear Cell Carcinoma TCGA-B0-5713-01A-11R-1672-07 1865 0 75 FEMALE G3 Stage III T3b M0 N0 0.5876311 Renal Clear Cell Carcinoma TCGA-CJ-4890-01A-01R-1305-07 2085 0 72 MALE G4 Stage IV T3a M1 N0 2.710332 Renal Clear Cell Carcinoma TCGA-B0-5099-01A-01R-1420-07 485 1 88 FEMALE G3 Stage III T3b M0 NX 0.4029693 Renal Clear Cell Carcinoma TCGA-A3-3319-01A-02R-1325-07 1130 0 70 MALE G2 Stage I T1b M0 NX 2.308834 Renal Clear Cell Carcinoma TCGA-BP-4761-01A-01R-1289-07 182 0 57 MALE G4 Stage III T3a M0 N1 2.382747 Renal Clear Cell Carcinoma TCGA-A3-A6NJ-01A-12R-A33J-07 468 0 57 FEMALE G1 Stage I T1a MX NX 0.7207809 Renal Clear Cell Carcinoma TCGA-B8-5552-01B-11R-1672-07 392 0 41 FEMALE G2 Stage I T1b M0 NX 0.707353 Renal Clear Cell Carcinoma TCGA-BP-4797-01A-01R-1305-07 1107 0 34 MALE G3 Stage III T3b M0 N0 0.9080981 Renal Clear Cell Carcinoma TCGA-BP-4759-01A-01R-1289-07 2372 0 50 MALE G2 Stage I T1a M0 NX 1.356103 Renal Clear Cell Carcinoma TCGA-B0-4828-01A-01R-1277-07 307 1 79 MALE G3 Stage IV T2 M1 NX 1.290263 Renal Clear Cell Carcinoma TCGA-B8-5553-01A-01R-1541-07 435 0 67 FEMALE G2 Stage I T1b M0 N0 0.6781148 Renal Clear Cell Carcinoma TCGA-CJ-6027-01A-11R-1672-07 1855 0 77 MALE G4 Stage I T1a M0 NX 3.508648 Renal Clear Cell Carcinoma TCGA-B0-4816-01A-01R-1503-07 1371 1 49 MALE G3 Stage II T2 M0 N0 0.7202185 Renal Clear Cell Carcinoma TCGA-CZ-4863-01A-01R-1503-07 1691 0 51 FEMALE G3 Stage III T3b M0 N0 2.21433 Renal Clear Cell Carcinoma TCGA-MW-A4EC-01A-11R-A266-07 498 0 72 FEMALE G2 Stage I T1a MX NX 0.9503385 Renal Clear Cell Carcinoma TCGA-B0-5080-01A-01R-1503-07 342 1 63 MALE G3 Stage IV T3a M1 N0 1.635676 Renal Clear Cell Carcinoma TCGA-B2-5636-01A-02R-1541-07 265 0 79 MALE G2 Stage I T1a M0 NX 0.2259467 Renal Clear Cell Carcinoma TCGA-CJ-4903-01A-01R-1426-07 1560 0 50 MALE G3 Stage I T1b M0 NX 0.5132361 Renal Clear Cell Carcinoma TCGA-BP-4756-01A-01R-1289-07 374 0 62 FEMALE G2 Stage I T1b M0 N0 0.8499371 Renal Clear Cell Carcinoma TCGA-CJ-5671-01A-11R-1541-07 1943 0 51 MALE G3 Stage I T1a M0 NX 1.591005 Renal Clear Cell Carcinoma TCGA-BP-5181-01A-01R-1426-07 1495 0 58 FEMALE G2 Stage I T1b M0 NX 0.6812826 Renal Clear Cell Carcinoma TCGA-CZ-5464-01A-01R-1503-07 1492 0 69 MALE G2 Stage IV T3b M1 NX 2.657094 Renal Clear Cell Carcinoma TCGA-BP-4970-01A-01R-1334-07 433 0 44 MALE G3 Stage III T1a M0 N1 0.8268654 Renal Clear Cell Carcinoma TCGA-CZ-5468-01A-01R-1503-07 59 1 84 MALE G4 Stage IV T3b M1 NX 2.76559 Renal Clear Cell Carcinoma TCGA-B0-5694-01A-11R-1541-07 480 1 71 MALE G3 Stage III T3a M0 N0 0.5619494 Renal Clear Cell Carcinoma TCGA-B0-5081-01A-01R-1334-07 362 1 79 FEMALE G2 Stage III T3b M0 N0 2.662784 Renal Clear Cell Carcinoma TCGA-A3-3382-01A-02R-1325-07 574 0 69 MALE G3 Stage I T1b M0 NX 0.3828168 Renal Clear Cell Carcinoma TCGA-B0-5701-01A-11R-1541-07 1732 0 65 MALE G4 Stage III T3b M0 N0 1.486609 Renal Clear Cell Carcinoma TCGA-B0-4710-01A-01R-1503-07 96 0 75 FEMALE G3 Stage III T3a M0 N0 1.742178 Renal Clear Cell Carcinoma TCGA-A3-3331-01A-02R-1325-07 1257 0 86 FEMALE G2 Stage I T1 M0 N0 0.6514004 Renal Clear Cell Carcinoma TCGA-B0-4819-01A-01R-1277-07 183 1 60 FEMALE G4 Stage IV T3b M1 NX 1.681946 Renal Clear Cell Carcinoma TCGA-GK-A6C7-01A-11R-A33J-07 61 0 76 FEMALE unknow Stage I T1a MX NX 0.8900537 Renal Clear Cell Carcinoma TCGA-CJ-4899-01A-01R-1334-07 1528 0 42 MALE G2 Stage I T1b M0 NX 0.899844 Renal Clear Cell Carcinoma TCGA-A3-3385-01A-02R-1420-07 1993 0 46 FEMALE G2 Stage I T1a M0 N0 1.406524 Renal Clear Cell Carcinoma TCGA-DV-5567-01A-01R-1541-07 910 0 40 FEMALE G2 Stage I T1a M0 NX 0.2496299 Renal Clear Cell Carcinoma TCGA-BP-5174-01A-01R-1426-07 2257 0 45 FEMALE G2 Stage I T1a M0 NX 1.033019 Renal Clear Cell Carcinoma TCGA-BP-5169-01A-01R-1426-07 193 0 70 MALE G4 Stage I T1b M0 N0 2.445416 Renal Clear Cell Carcinoma TCGA-B0-4700-01A-02R-1541-07 1980 1 60 MALE G4 Stage IV T4 M1 NX 3.523409 Renal Clear Cell Carcinoma TCGA-CJ-4875-01A-01R-1305-07 2353 0 67 MALE G3 Stage IV T3a M1 NX 1.816223 Renal Clear Cell Carcinoma TCGA-B0-5115-01A-01R-1420-07 797 0 43 MALE G3 Stage IV T2 M1 N0 0.6251737 Renal Clear Cell Carcinoma