Expression of MAL in renal cancer - The Human Protein Atlas

KIDNEY CHROMOPHOBE (TCGA) - Interactive survival scatter plotⁱ

The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.

The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".

Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.

Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.

& Survival analysisⁱ

MAL is not prognostic in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 379.39

Median expressionⁱ : N/A

Median follow up timeⁱ : N/A

P scoreⁱ N/A

5-year survival highⁱ N/A

5-year survival lowⁱ N/A

TCGA RNA samplesⁱ

Average TPM

544.4

Number of samples

Samples

Sample	Description	TPM
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	1203.5
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	1032.2
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	980.3
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	953.2
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	934.5
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	909.7
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	899.2
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	836.8
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	812.5
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	798.5
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	782.7
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	773.5
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	757.9
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	751.9
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	717.3
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	716.2
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	712.7
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	702.2
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	701.3
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	658.4
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	650.0
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	644.5
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	622.7
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	612.1
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	587.2
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	566.9
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	566.6
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	554.5
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	543.7
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	526.5
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	509.4
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	502.8
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	496.1
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	493.9
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	484.6
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	478.1
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	462.3
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	449.2
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	432.9
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	428.1
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	426.4
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	423.9
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	418.8
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	412.7
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	411.7
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	408.7
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	403.6
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	400.2
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	390.8
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	385.9
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	379.5
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	379.3
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	376.0
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	355.9
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	350.3
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	339.1
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	305.9
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	284.2
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	278.8
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	162.9
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	158.3
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	141.0
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	4.4
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	1.6
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KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

MAL is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 25.86

Median expressionⁱ : N/A

Median follow up timeⁱ : N/A

P scoreⁱ N/A

5-year survival highⁱ N/A

5-year survival lowⁱ N/A

TCGA RNA samplesⁱ

Average TPM

51.2

Number of samples

521

Samples

Sample	Description	TPM
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	1461.5
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	1173.9
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	700.1
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	607.5
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	573.9
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	511.1
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	494.7
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	493.3
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	481.7
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	459.6
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	440.5
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	415.9
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	324.9
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	318.6
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	310.4
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	306.1
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	303.1
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	285.5
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	270.3
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	264.4
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	247.4
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	235.2
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	226.4
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	223.6
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	222.2
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	211.8
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	211.5
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	207.1
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	206.0
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	185.2
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	185.1
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	182.2
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	181.1
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	173.7
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	158.1
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	157.7
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	153.4
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	139.8
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	135.2
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	133.9
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	133.5
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	132.6
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	130.7
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	130.6
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	124.8
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	122.9
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	121.6
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	116.1
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	115.3
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	114.0
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	112.3
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	112.1
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	111.3
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	110.9
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	106.0
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	103.4
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	99.8
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	98.7
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	93.2
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	92.6
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	90.9
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	90.7
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	88.9
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	88.0
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	87.9
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	87.3
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	86.4
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	86.1
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	85.2
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	82.7
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	81.7
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	80.0
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	79.1
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	78.7
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	77.8
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	77.0
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	75.3
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	75.2
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	75.0
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	74.4
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	72.2
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	72.1
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	72.1
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	71.6
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	71.1
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	71.1
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	70.8
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	70.8
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	70.6
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	69.4
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	69.4
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	68.0
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	67.8
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	66.3
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	66.3
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	66.2
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	66.1
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	64.1
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	63.9
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	63.3
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	63.0
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	61.9
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	61.2
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	60.6
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	59.8
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	59.2
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	59.2
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	59.0
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	58.9
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	58.9
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	58.5
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	58.4
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	57.7
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	57.6
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	57.3
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	56.7
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	56.4
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	56.2
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	56.1
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	55.5
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	55.3
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	53.9
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	52.9
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	52.8
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	52.2
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	51.8
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	51.6
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	51.6
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	51.6
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	50.9
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	50.8
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	50.6
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	49.6
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	49.3
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	48.9
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	47.9
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	47.5
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	47.4
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	47.3
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	46.9
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	46.9
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	46.4
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	46.2
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	45.7
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	45.6
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	45.3
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	45.3
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	44.8
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	44.6
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	44.4
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	44.3
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	44.2
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	43.8
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	43.7
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	43.2
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	42.7
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	42.5
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	42.0
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	41.8
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	41.8
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	41.5
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	41.4
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	41.4
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	39.4
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	38.7
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	38.3
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	37.7
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	37.2
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	37.2
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	36.5
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	35.7
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	35.6
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	35.3
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	35.0
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	34.8
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	34.8
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	34.7
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	34.5
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	34.5
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	34.2
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	33.8
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	33.7
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	33.3
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	33.2
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	33.1
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	32.8
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	32.5
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	32.5
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	32.3
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	31.5
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	31.5
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	31.3
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	30.8
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	30.7
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	30.5
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	30.3
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	30.0
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	29.9
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	29.9
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	29.8
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	29.8
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	29.5
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	29.4
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	29.2
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	29.1
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	28.9
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	28.7
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	28.7
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	28.6
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	28.6
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	28.3
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	27.6
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	27.2
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	27.0
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	27.0
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	26.9
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	26.0
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	25.7
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	25.4
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	25.1
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	25.1
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	25.1
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	24.9
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	24.8
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	24.7
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	24.6
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	23.9
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	23.9
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	23.5
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	23.3
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	23.2
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	23.0
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	22.6
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	22.5
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	22.3
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	21.9
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	21.8
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	21.2
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	21.0
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	21.0
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	21.0
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	21.0
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	20.8
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	20.8
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	20.6
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	20.6
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	20.4
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	20.0
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	19.9
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	19.9
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	19.7
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	19.7
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	19.1
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	18.9
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	18.7
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	18.7
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	18.6
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	18.5
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	18.3
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	18.2
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	18.1
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	17.9
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	17.6
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	17.4
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	17.3
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	17.3
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	17.2
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	17.0
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	17.0
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	16.9
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	16.8
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	16.7
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	16.5
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	16.3
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	15.9
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	15.8
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	15.8
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	15.7
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	15.7
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	15.3
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	15.2
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	15.1
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	14.9
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	14.9
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	14.7
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	14.6
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	14.6
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	14.4
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	14.2
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	14.2
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	14.1
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	13.9
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	13.9
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	13.7
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	13.7
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	13.6
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	13.5
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	13.4
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	13.2
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	13.2
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	13.2
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	13.1
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	12.7
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	12.1
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	11.6
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	11.6
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	11.6
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	11.3
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	11.1
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	11.0
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	11.0
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	10.5
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	10.3
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	10.2
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	10.0
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	9.8
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	9.8
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	9.7
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	9.6
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	9.6
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	9.4
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	9.3
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	9.2
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	9.0
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	9.0
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	9.0
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	8.9
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	8.9
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	8.8
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	8.7
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	8.6
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	8.5
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	8.5
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	8.5
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	8.4
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	8.3
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	8.1
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	8.0
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	8.0
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	8.0
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	8.0
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	7.9
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	7.8
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	7.8
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	7.7
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	7.6
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	7.3
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	7.3
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	7.3
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	7.2
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	7.2
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	7.2
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	7.1
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	7.1
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	6.9
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	6.5
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	6.5
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	6.4
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	6.4
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	6.3
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	6.3
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	6.1
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	5.9
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	5.9
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	5.8
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	5.7
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	5.7
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	5.6
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	5.6
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	5.5
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	5.3
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	5.3
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	5.2
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	5.2
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	5.1
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	5.1
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	5.1
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	5.0
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	5.0
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	4.9
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	4.6
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	4.6
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	4.5
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	4.5
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	4.5
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	4.4
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	4.4
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	4.4
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	4.4
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	4.3
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	4.3
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	4.3
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	4.3
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	4.2
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	4.1
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	4.1
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	4.0
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	3.9
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	3.8
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	3.7
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	3.7
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	3.7
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	3.6
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	3.5
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	3.5
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	3.4
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	3.4
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	3.4
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	3.3
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	3.3
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	3.1
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	3.0
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	3.0
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	3.0
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	3.0
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	3.0
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	2.9
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	2.8
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	2.8
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	2.7
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	2.7
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	2.7
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	2.7
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	2.7
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	2.7
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	2.6
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	2.6
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	2.6
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	2.5
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	2.5
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	2.5
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	2.5
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	2.5
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	2.5
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	2.4
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	2.4
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	2.4
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	2.4
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	2.3
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	2.3
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	2.3
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	2.3
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	2.2
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	2.2
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	2.2
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	2.1
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	1.9
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	1.8
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	1.8
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	1.8
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	1.8
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	1.8
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	1.7
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	1.6
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	1.6
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	1.6
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	1.6
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	1.5
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	1.5
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	1.5
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	1.4
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	1.4
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	1.4
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	1.4
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	1.4
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	1.4
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	1.4
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	1.3
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	1.3
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	1.3
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	1.2
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	1.2
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	1.2
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	1.2
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	1.1
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	1.1
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	1.1
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	1.1
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	1.1
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	1.0
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	1.0
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	1.0
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	1.0
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	0.9
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	0.9
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	0.9
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	0.9
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	0.9
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	0.9
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	0.9
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	0.8
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	0.8
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	0.8
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	0.7
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	0.7
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	0.7
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	0.7
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	0.7
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	0.6
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	0.6
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	0.6
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	0.6
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	0.6
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	0.5
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	0.5
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	0.5
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	0.4
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	0.4
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	0.4
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	0.4
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	0.4
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	0.3
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	0.3
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	0.3
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	0.3
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	0.3
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	0.2
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	0.2
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	0.2
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	0.1
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	0.1
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KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

MAL is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 6.78

Median expressionⁱ : N/A

Median follow up timeⁱ : N/A

P scoreⁱ N/A

5-year survival highⁱ N/A

5-year survival lowⁱ N/A

TCGA RNA samplesⁱ

Average TPM

23.1

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	281.4
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	150.4
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	146.0
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	92.7
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	81.9
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	67.1
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	66.3
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	63.7
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	62.8
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	62.7
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	55.6
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	52.3
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	51.9
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	49.4
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	44.3
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	43.7
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	42.8
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	37.2
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	36.8
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	36.1
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	36.0
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	35.3
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	34.7
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	33.4
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	31.5
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	29.5
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	29.3
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	28.8
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	28.6
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	26.0
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	25.8
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	22.6
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	22.5
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	22.0
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	21.9
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	19.7
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	19.7
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	16.9
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	16.7
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	16.6
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	16.0
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	15.7
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	15.4
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	13.7
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	13.6
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	12.7
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	11.8
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	11.7
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	10.7
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	9.6
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	9.3
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	8.4
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	7.9
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	7.9
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	7.4
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	7.1
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	6.5
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	6.5
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	5.9
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	5.3
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	5.1
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	4.2
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	4.2
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	3.9
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	3.8
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	3.5
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	3.5
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	3.3
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	3.1
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	2.9
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	2.6
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	2.6
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	2.1
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	2.0
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	1.9
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	1.7
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	1.7
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	1.6
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	1.5
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	1.2
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	1.1
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	1.0
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	0.9
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	0.8
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	0.8
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	0.7
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	0.7
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	0.6
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	0.6
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	0.5
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	0.4
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	0.4
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	0.4
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	0.4
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	0.3
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	0.2
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	0.2
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	0.2
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	0.2
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	0.1
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KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

MAL is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 451.09

Median expressionⁱ : N/A

Median follow up timeⁱ : N/A

P scoreⁱ N/A

5-year survival highⁱ N/A

5-year survival lowⁱ N/A

TCGA RNA samplesⁱ

Average TPM

343.1

Number of samples

282

Samples

Sample	Description	TPM
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	2165.1
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	1929.2
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	1861.6
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	1736.5
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	1511.5
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	1434.1
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	1429.6
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	1284.6
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	1270.7
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	1247.5
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	1176.2
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	1149.8
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	1106.4
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	1103.3
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	1094.9
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	982.1
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	945.9
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	929.8
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	923.8
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	913.8
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	893.3
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	889.1
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	876.6
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	868.4
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	852.2
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	847.1
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	845.2
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	841.1
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	818.1
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	816.4
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	804.7
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	802.9
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	795.5
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	752.1
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	738.0
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	728.8
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	725.6
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	700.1
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	658.8
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	657.4
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	652.8
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	652.8
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	636.9
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	629.6
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	608.8
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	607.4
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	602.5
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	597.1
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	567.9
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	567.1
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	564.1
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	556.5
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	549.9
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	545.9
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	541.9
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	541.3
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	541.1
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	537.7
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	531.9
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	524.5
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	517.8
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	517.3
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	516.3
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	512.5
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	507.8
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	495.4
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	494.3
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	489.6
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	489.4
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	486.2
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	484.2
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	479.4
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	471.5
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	467.0
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	459.3
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	458.6
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	456.0
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	453.6
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	448.6
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	446.3
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	443.6
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	442.4
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	431.2
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	424.8
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	414.0
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	408.7
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	408.1
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	406.8
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	398.5
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	397.5
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	396.3
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	387.4
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	385.0
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	384.5
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	384.2
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	383.7
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	381.8
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	374.7
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	374.0
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	370.5
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	368.6
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	368.4
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	367.8
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	357.3
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	355.8
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	351.6
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	342.1
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	341.2
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	339.5
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	339.2
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	338.7
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	336.7
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	330.3
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	316.5
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	314.0
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	313.8
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	313.4
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	310.7
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	302.4
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	300.6
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	300.0
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	297.1
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	294.4
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	293.3
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	291.2
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	289.1
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	286.3
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	284.8
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	284.5
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	283.3
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	277.8
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	277.4
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	273.5
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	271.9
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	267.3
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	263.5
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	262.1
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	260.8
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	259.8
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	252.6
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	252.1
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	246.1
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	243.8
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	241.3
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	239.9
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	237.3
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	233.7
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	230.5
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	228.1
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	226.4
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	226.0
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	220.2
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	219.5
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	219.5
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	216.0
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	214.4
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	213.4
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	208.8
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	204.0
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	203.2
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	196.7
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	188.5
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	178.9
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	178.2
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	177.1
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	173.8
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	166.9
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	166.7
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	165.0
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	158.7
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	156.8
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	153.3
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	151.0
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	150.3
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	143.8
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	143.6
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	143.0
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	141.3
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	140.5
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	140.3
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	138.8
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	137.5
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	136.8
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	134.2
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	132.6
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	127.8
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	127.7
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	125.3
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	121.2
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	119.7
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	119.0
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	118.0
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	114.2
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	113.5
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	112.7
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	108.3
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	108.2
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	107.6
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	106.4
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	102.9
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	102.8
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	97.5
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	97.4
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	94.2
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	89.5
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	84.0
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	83.0
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	82.6
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	82.3
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	78.8
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	78.2
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	77.0
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	75.8
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	75.2
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	74.9
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	73.6
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	68.1
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	64.3
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	59.2
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	59.2
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	58.6
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	58.1
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	57.5
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	56.7
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	56.4
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	55.4
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	54.8
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	54.2
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	53.1
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	52.2
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	51.7
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	49.0
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	48.6
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	44.8
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	43.4
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	39.8
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	34.8
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	34.5
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	32.5
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	31.8
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	31.4
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	31.2
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	28.0
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	27.4
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	24.9
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	23.6
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	23.4
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	22.4
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	22.1
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	20.2
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	18.7
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	17.3
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	17.3
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	15.6
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	13.7
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	11.9
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	11.4
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	11.2
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	11.1
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	10.9
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	9.9
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	9.3
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	9.0
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	8.5
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	5.4
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	5.3
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	5.0
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	4.2
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	4.2
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	3.2
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	2.3
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	2.3
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	1.8
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	1.2
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	1.1
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	0.9
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	0.4
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	0.3
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	0.3
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	0.0
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	0.0
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	0.0
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

Sample ID	Sample type	nRPX
CPT0026410003	Tumor	N/A
CPT0002370001	Normal	N/A
CPT0000790001	Normal	N/A
CPT0019130003	Tumor	N/A
CPT0088570001	Normal	N/A
CPT0065820001	Normal	N/A
CPT0025880003	Tumor	N/A
CPT0076330003	Tumor	N/A
CPT0001180009	Tumor	N/A
CPT0078800003	Tumor	N/A
CPT0078660003	Tumor	N/A
CPT0065690003	Tumor	N/A
CPT0078930003	Tumor	N/A
CPT0011240003	Tumor	N/A
CPT0084560003	Tumor	N/A
CPT0012670003	Tumor	N/A
CPT0002350011	Tumor	N/A
CPT0012920003	Normal	N/A
CPT0064370003	Tumor	N/A
CPT0088900003	Tumor	N/A
CPT0006730001	Normal	N/A
CPT0007870001	Normal	N/A
CPT0087040003	Tumor	N/A
CPT0079380003	Tumor	N/A
CPT0025170003	Tumor	N/A
CPT0024670003	Tumor	N/A
CPT0012640003	Normal	N/A
CPT0078830003	Tumor	N/A
CPT0021240003	Tumor	N/A
CPT0071150004	Tumor	N/A
CPT0089020003	Tumor	N/A
CPT0088970003	Tumor	N/A
CPT0066480003	Tumor	N/A
CPT0000870016	Tumor	N/A
CPT0092790003	Tumor	N/A
CPT0025610001	Normal	N/A
CPT0063330001	Normal	N/A
CPT0001350001	Normal	N/A
CPT0078940001	Normal	N/A
CPT0086830003	Normal	N/A
CPT0088760003	Tumor	N/A
CPT0092190003	Normal	N/A
CPT0002270011	Tumor	N/A
CPT0088550004	Tumor	N/A
CPT0023710001	Normal	N/A
CPT0077140001	Normal	N/A
CPT0025230003	Tumor	N/A
CPT0025050003	Tumor	N/A
CPT0075720003	Tumor	N/A
CPT0012570003	Normal	N/A
CPT0089040001	Normal	N/A
CPT0017850003	Tumor	N/A
CPT0019990003	Tumor	N/A
CPT0012900004	Tumor	N/A
CPT0000780007	Tumor	N/A
CPT0023360001	Normal	N/A
CPT0001510001	Normal	N/A
CPT0078840001	Normal	N/A
CPT0010110003	Tumor	N/A
CPT0086890003	Normal	N/A
CPT0092290003	Tumor	N/A
CPT0020120003	Tumor	N/A
CPT0088640003	Normal	N/A
CPT0088500001	Normal	N/A
CPT0069010001	Normal	N/A
CPT0006440003	Tumor	N/A
CPT0063630003	Tumor	N/A
CPT0001550001	Normal	N/A
CPT0086950003	Tumor	N/A
CPT0014350001	Normal	N/A
CPT0014470001	Normal	N/A
CPT0086360003	Tumor	N/A
CPT0069160003	Tumor	N/A
CPT0006950001	Normal	N/A
CPT0007860003	Tumor	N/A
CPT0082010001	Normal	N/A
CPT0079230003	Tumor	N/A
CPT0001340003	Tumor	N/A
CPT0011410003	Tumor	N/A
CPT0079180003	Tumor	N/A
CPT0012080003	Tumor	N/A
CPT0084590001	Normal	N/A
CPT0063640001	Normal	N/A
CPT0009000003	Tumor	N/A
CPT0010170001	Normal	N/A
CPT0079270003	Tumor	N/A
CPT0069190001	Normal	N/A
CPT0001270001	Normal	N/A
CPT0015810003	Tumor	N/A
CPT0025110003	Tumor	N/A
CPT0024680001	Normal	N/A
CPT0012090003	Normal	N/A
CPT0009020003	Normal	N/A
CPT0077310003	Tumor	N/A
CPT0077490003	Tumor	N/A
CPT0014160003	Tumor	N/A
CPT0078530001	Normal	N/A
CPT0020020001	Normal	N/A
CPT0066520001	Normal	N/A
CPT0014370004	Tumor	N/A
CPT0001500009	Tumor	N/A
CPT0081600003	Tumor	N/A
CPT0001190001	Normal	N/A
CPT0088630003	Tumor	N/A
CPT0069000003	Tumor	N/A
CPT0088710001	Normal	N/A
CPT0092160003	Tumor	N/A
CPT0006630003	Tumor	N/A
CPT0001260009	Tumor	N/A
CPT0065750003	Tumor	N/A
CPT0065930003	Tumor	N/A
CPT0012770003	Normal	N/A
CPT0012180003	Tumor	N/A
CPT0017410003	Tumor	N/A
CPT0023350003	Tumor	N/A
CPT0075570001	Normal	N/A
CPT0014130001	Normal	N/A
CPT0078510003	Tumor	N/A
CPT0066470004	Tumor	N/A
CPT0065450001	Normal	N/A
CPT0079000001	Normal	N/A
CPT0092800003	Normal	N/A
CPT0006900003	Tumor	N/A
CPT0015910003	Tumor	N/A
CPT0020130001	Normal	N/A
CPT0089480003	Normal	N/A
CPT0007470001	Normal	N/A
CPT0064400001	Normal	N/A
CPT0088920001	Normal	N/A
CPT0092730003	Tumor	N/A
CPT0077110003	Tumor	N/A
CPT0086030003	Tumor	N/A
CPT0025290003	Tumor	N/A
CPT0012550003	Tumor	N/A
CPT0018250001	Normal	N/A
CPT0017450001	Normal	N/A
CPT0077320001	Normal	N/A
CPT0077500001	Normal	N/A
CPT0092310003	Normal	N/A
CPT0079480003	Tumor	N/A
CPT0006530001	Normal	N/A
CPT0065430003	Tumor	N/A
CPT0019160001	Normal	N/A
CPT0081620001	Normal	N/A
CPT0063320003	Tumor	N/A
CPT0078670001	Normal	N/A
CPT0089460004	Tumor	N/A
CPT0007320003	Tumor	N/A
CPT0088690003	Tumor	N/A
CPT0010160003	Tumor	N/A
CPT0014450004	Tumor	N/A
CPT0025920001	Normal	N/A
CPT0076350001	Normal	N/A
CPT0015730003	Tumor	N/A
CPT0025350003	Tumor	N/A
CPT0012370003	Tumor	N/A
CPT0012280003	Tumor	N/A
CPT0009080003	Normal	N/A
CPT0079410003	Tumor	N/A
CPT0075560003	Tumor	N/A
CPT0001230001	Normal	N/A
CPT0079510001	Normal	N/A
CPT0066430001	Normal	N/A
CPT0001540009	Tumor	N/A
CPT0078990003	Tumor	N/A
CPT0065810003	Tumor	N/A
CPT0010120001	Normal	N/A
CPT0086870003	Tumor	N/A
CPT0075170001	Normal	N/A
CPT0000640003	Tumor	N/A
CPT0065870003	Tumor	N/A
CPT0088780001	Normal	N/A
CPT0086970003	Normal	N/A
CPT0079300001	Normal	N/A
CPT0092740003	Normal	N/A
CPT0085670003	Tumor	N/A
CPT0081880003	Tumor	N/A
CPT0013790003	Normal	N/A
CPT0012290003	Normal	N/A
CPT0087050003	Normal	N/A
CPT0009060003	Tumor	N/A
CPT0023690003	Tumor	N/A
CPT0001220008	Tumor	N/A
CPT0088480003	Tumor	N/A
CPT0026420001	Normal	N/A
CPT0079430001	Normal	N/A
CPT0000890001	Normal	N/A
CPT0086370003	Normal	N/A
CPT0025580004	Tumor	N/A
CPT0081990003	Tumor	N/A
CPT0025060001	Normal	N/A
CPT0075130003	Tumor	N/A
CPT0000660001	Normal	N/A
CPT0086820003	Tumor	N/A
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RENAL CANCER - Protein expressionⁱ

Pending cancer tissue analysis