Expression of ARAF 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

ARAF is not prognostic in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 51.94

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

51.8

Number of samples

Samples

Sample	Description	TPM
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	109.4
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	100.7
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	100.6
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	85.8
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	85.3
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	84.1
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	78.1
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	77.9
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	75.0
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	73.6
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	72.4
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	70.8
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	69.4
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	68.7
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	68.1
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	68.0
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	67.6
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	66.1
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	65.3
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	62.5
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	62.5
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	61.6
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	60.5
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	59.0
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	57.1
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	56.3
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	55.1
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	54.5
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	54.5
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	53.6
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	53.2
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	52.1
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	51.8
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	50.3
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	50.2
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	48.4
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	47.9
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	46.0
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	45.5
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	44.9
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	44.2
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	41.9
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	41.8
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	40.7
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	40.3
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	39.3
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	37.9
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	35.3
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	33.5
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	32.8
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	30.8
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	30.6
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	29.8
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	26.6
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	26.4
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	26.0
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	25.7
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	24.6
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	21.7
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	20.3
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	16.6
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	14.4
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	12.6
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	11.6
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KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

ARAF is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 25.93

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

34.2

Number of samples

521

Samples

Sample	Description	TPM
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	121.9
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	97.6
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	82.9
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	79.9
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	72.8
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	69.6
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	66.1
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	64.2
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	62.8
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	61.2
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	59.0
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	57.6
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	56.3
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	56.2
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	55.6
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	55.6
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	55.3
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	55.0
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	54.9
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	54.8
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	54.7
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	54.6
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	54.2
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	53.2
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	52.7
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	52.6
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	52.5
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	52.4
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	52.0
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	51.8
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	51.2
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	51.2
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	51.1
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	50.9
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	50.9
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	50.6
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	50.4
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	50.4
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	50.3
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	50.3
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	50.3
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	50.3
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	50.2
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	50.2
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	50.0
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	49.9
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	49.8
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	49.8
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	49.6
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	49.6
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	49.4
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	49.3
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	49.2
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	49.1
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	48.5
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	48.5
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	48.2
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	48.1
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	48.1
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	48.0
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	47.9
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	47.8
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	47.6
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	47.5
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	47.5
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	47.5
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	47.5
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	47.4
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	47.3
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	47.3
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	47.3
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	47.3
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	47.2
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	47.1
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	46.9
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	46.9
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	46.9
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	46.9
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	46.8
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	46.8
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	46.5
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	46.5
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	46.5
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	46.4
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	46.4
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	46.2
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	46.2
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	46.2
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	46.1
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	46.1
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	46.0
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	45.9
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	45.8
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	45.8
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	45.5
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	45.5
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	45.4
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	45.4
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	45.1
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	45.1
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	45.0
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	44.8
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	44.8
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	44.6
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	44.5
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	44.3
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	44.2
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	44.2
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	44.1
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	43.9
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	43.9
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	43.8
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	43.8
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	43.8
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	43.6
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	43.6
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	43.5
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	43.5
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	43.5
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	43.5
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	43.4
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	43.4
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	43.4
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	43.3
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	43.2
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	43.1
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	43.1
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	43.0
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	42.7
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	42.7
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	42.6
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	42.6
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	42.5
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	42.4
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	42.4
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	42.3
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	42.3
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	42.2
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	42.1
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	42.1
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	41.9
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	41.9
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	41.9
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	41.9
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	41.8
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	41.7
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	41.7
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	41.2
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	41.2
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	41.2
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	41.0
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	41.0
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	41.0
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	40.9
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	40.9
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	40.9
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	40.9
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	40.8
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	40.8
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	40.8
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	40.7
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	40.7
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	40.7
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	40.7
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	40.7
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	40.6
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	40.6
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	40.6
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	40.5
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	40.4
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	40.4
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	40.4
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	40.3
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	40.2
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	40.2
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	40.2
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	40.1
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	40.0
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	40.0
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	40.0
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	39.9
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	39.9
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	39.8
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	39.8
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	39.7
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	39.6
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	39.6
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	39.6
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	39.5
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	39.5
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	39.5
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	39.3
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	39.2
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	39.2
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	39.1
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	39.1
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	39.0
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	38.9
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	38.8
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	38.8
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	38.7
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	38.5
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	38.5
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	38.4
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	38.3
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	38.3
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	38.3
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	38.2
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	38.2
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	38.2
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	38.1
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	38.1
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	37.9
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	37.8
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	37.8
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	37.7
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	37.4
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	37.3
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	37.2
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	37.2
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	37.0
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	37.0
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	36.9
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	36.8
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	36.8
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	36.8
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	36.7
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	36.7
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	36.7
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	36.7
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	36.7
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	36.6
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	36.6
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	36.5
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	36.5
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	36.5
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	36.5
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	36.3
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	36.3
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	36.3
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	36.3
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	36.3
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	36.3
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	36.3
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	36.2
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	36.2
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	36.1
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	36.0
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	36.0
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	36.0
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	35.9
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	35.8
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	35.6
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	35.6
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	35.5
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	35.5
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	35.5
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	35.4
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	35.4
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	35.4
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	35.3
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	35.3
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	35.3
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	35.3
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	35.3
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	35.3
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	35.1
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	35.1
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	35.1
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	35.0
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	35.0
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	35.0
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	35.0
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	34.9
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	34.9
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	34.8
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	34.8
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	34.5
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	34.5
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	34.4
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	34.4
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	34.4
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	34.4
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	34.3
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	34.3
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	34.1
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	34.0
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	33.9
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	33.7
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	33.6
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	33.6
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	33.4
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	33.4
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	33.3
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	33.2
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	33.1
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	33.1
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	33.1
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	33.1
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	32.9
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	32.9
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	32.9
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	32.9
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	32.8
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	32.8
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	32.8
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	32.7
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	32.7
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	32.5
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	32.5
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	32.5
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	32.5
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	32.3
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	32.3
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	32.3
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	32.2
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	32.1
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	31.9
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	31.9
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	31.9
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	31.7
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	31.7
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	31.5
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	31.3
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	31.2
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	31.2
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	31.2
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	31.2
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	31.2
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	30.9
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	30.9
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	30.7
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	30.7
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	30.6
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	30.5
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	30.5
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	30.4
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	30.4
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	30.3
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	30.3
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	30.3
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	30.3
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	30.3
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	30.2
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	30.2
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	30.2
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	30.1
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	30.0
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	30.0
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	29.8
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	29.8
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	29.4
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	29.3
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	29.2
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	29.1
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	29.0
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	28.7
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	28.6
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	28.6
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	28.5
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	28.3
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	28.3
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	28.1
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	28.0
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	27.8
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	27.7
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	27.6
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	27.6
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	27.5
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	27.4
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	27.4
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	27.3
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	27.1
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	27.1
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	26.8
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	26.8
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	26.7
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	26.7
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	26.7
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	26.5
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	26.2
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	26.0
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	25.9
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	25.9
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	25.5
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	25.4
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	25.4
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	25.2
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	25.0
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	24.9
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	24.8
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	24.6
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	24.6
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	24.6
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	24.6
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	24.6
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	24.6
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	24.5
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	24.4
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	24.2
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	24.2
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	23.9
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	23.9
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	23.8
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	23.7
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	23.6
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	23.4
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	23.4
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	23.0
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	23.0
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	22.8
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	22.7
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	22.4
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	22.4
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	22.3
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	22.3
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	22.1
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	22.0
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	21.9
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	21.9
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	21.7
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	21.6
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	21.6
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	21.5
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	21.5
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	21.4
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	21.2
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	21.0
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	21.0
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	21.0
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	20.8
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	20.7
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	20.7
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	20.6
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	20.6
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	20.3
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	20.3
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	20.1
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	19.7
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	19.3
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	19.1
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	19.1
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	19.0
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	19.0
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	18.9
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	18.7
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	18.3
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	18.3
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	18.0
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	18.0
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	17.8
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	17.8
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	17.8
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	17.7
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	17.7
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	17.4
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	17.3
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	17.2
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	17.1
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	16.9
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	16.7
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	16.6
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	16.6
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	16.4
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	15.7
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	15.7
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	15.4
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	15.2
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	15.2
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	15.1
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	15.1
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	15.1
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	15.0
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	14.8
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	14.7
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	14.7
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	14.7
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	14.3
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	14.2
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	14.1
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	13.9
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	13.9
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	13.8
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	13.7
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	13.6
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	13.4
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	13.1
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	13.0
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	12.8
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	12.5
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	12.1
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	12.0
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	11.5
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	11.5
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	11.4
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	11.3
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	11.2
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	11.2
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	11.2
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	11.0
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	10.7
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	10.2
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	10.0
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	9.9
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	9.8
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	9.6
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	9.3
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	9.2
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	8.4
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	7.9
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	7.7
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	7.5
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	6.6
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	6.4
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	6.0
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	5.9
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	5.7
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	5.0
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	5.0
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	4.7
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	3.0
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KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 39.74

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

36.7

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	76.9
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	61.4
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	59.6
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	59.3
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	55.8
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	53.5
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	52.7
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	50.5
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	50.5
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	48.8
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	48.8
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	47.6
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	47.4
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	45.5
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	45.2
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	45.1
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	44.8
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	44.2
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	44.2
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	43.6
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	43.6
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	42.9
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	42.7
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	42.3
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	42.2
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	42.2
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	42.1
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	41.7
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	41.7
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	41.4
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	41.2
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	40.9
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	40.8
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	40.5
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	40.3
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	39.8
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	39.7
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	39.7
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	39.6
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	38.9
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	38.7
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	38.6
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	37.9
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	37.8
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	37.8
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	37.6
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	37.5
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	37.4
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	36.9
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	36.3
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	36.1
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	36.0
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	35.9
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	35.5
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	35.4
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	35.3
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	35.2
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	35.0
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	34.8
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	34.8
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	34.8
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	34.5
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	33.8
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	33.7
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	32.9
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	32.3
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	32.2
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	32.1
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	31.7
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	31.1
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	31.1
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	30.7
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	30.5
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	30.3
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	30.0
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	29.7
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	29.6
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	29.5
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	28.8
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	28.2
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	27.7
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	27.7
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	26.4
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	26.2
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	26.1
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	26.1
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	25.9
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	24.9
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	24.9
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	24.4
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	24.2
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	24.0
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	23.9
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	23.6
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	23.1
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	21.6
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	19.6
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	18.9
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	15.9
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	13.9
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KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 22.77

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

32.4

Number of samples

282

Samples

Sample	Description	TPM
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	86.4
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	80.4
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	79.4
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	76.8
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	71.9
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	70.2
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	69.9
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	65.7
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	65.4
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	64.2
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	63.8
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	63.8
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	61.1
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	58.2
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	56.9
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	56.8
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	56.7
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	56.2
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	55.8
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	55.5
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	55.5
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	55.3
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	55.3
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	54.2
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	54.1
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	53.9
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	53.7
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	53.4
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	53.0
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	52.7
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	52.5
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	52.4
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	52.3
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	51.4
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	51.2
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	50.8
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	50.4
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	50.1
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	48.9
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	48.6
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	48.3
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	48.0
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	47.5
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	47.1
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	47.0
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	46.4
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	46.3
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	46.3
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	45.8
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	45.8
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	45.2
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	45.0
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	44.7
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	44.3
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	44.3
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	44.3
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	44.1
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	43.9
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	43.8
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	43.2
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	43.2
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	43.1
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	43.1
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	42.9
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	42.9
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	42.9
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	42.8
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	42.5
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	42.5
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	42.4
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	42.0
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	41.6
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	41.6
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	41.6
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	41.4
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	41.1
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	41.0
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	40.8
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	40.8
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	40.8
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	40.7
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	40.6
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	40.1
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	39.9
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	39.7
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	39.5
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	39.4
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	39.4
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	39.3
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	39.3
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	38.7
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	38.7
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	38.5
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	38.3
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	38.2
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	38.1
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	38.0
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	37.4
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	37.4
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	37.4
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	37.2
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	37.1
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	37.1
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	36.8
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	36.5
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	36.5
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	36.1
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	36.1
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	36.1
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	35.8
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	35.7
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	35.5
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	35.2
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	35.1
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	34.6
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	34.4
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	34.4
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	34.3
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	34.1
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	34.0
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	34.0
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	33.9
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	33.7
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	33.5
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	33.5
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	33.4
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	33.3
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	32.6
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	32.4
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	32.3
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	32.1
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	32.0
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	32.0
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	31.8
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	31.8
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	31.6
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	31.4
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	31.4
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	31.3
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	31.3
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	31.1
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	31.0
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	30.9
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	30.7
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	30.7
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	30.6
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	30.6
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	30.5
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	30.5
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	30.4
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	30.1
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	30.1
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	30.0
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	30.0
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	29.8
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	29.8
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	29.3
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	29.2
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	28.9
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	28.9
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	28.7
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	28.6
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	28.5
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	28.5
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	28.4
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	28.3
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	28.1
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	28.1
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	27.9
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	27.6
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	27.6
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	27.6
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	27.5
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	27.4
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	26.7
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	26.7
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	26.6
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	26.6
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	26.5
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	26.2
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	26.0
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	26.0
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	25.8
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	25.7
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	25.6
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	25.1
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	24.5
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	24.0
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	23.9
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	23.8
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	23.7
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	23.7
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	23.6
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	23.2
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	23.2
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	23.0
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	22.9
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	22.9
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	22.8
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	22.8
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	22.4
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	22.4
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	22.3
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	22.2
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	22.1
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	21.4
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	21.2
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	20.9
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	20.8
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	20.7
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	20.6
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	20.6
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	20.5
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	20.4
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	20.1
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	19.5
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	19.4
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	19.2
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	19.1
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	18.8
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	18.6
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	18.6
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	18.3
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	18.3
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	18.3
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	18.0
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	18.0
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	17.9
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	17.8
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	17.8
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	17.6
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	17.6
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	17.5
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	17.4
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	17.2
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	16.8
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	16.4
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	15.9
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	15.9
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	15.8
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	15.8
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	15.8
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	15.7
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	15.7
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	15.7
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	15.4
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	15.3
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	15.1
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	15.1
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	14.9
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	14.6
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	14.5
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	14.3
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	14.3
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	14.2
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	13.7
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	12.8
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	12.8
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	12.5
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	12.3
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	12.0
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	11.8
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	11.7
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	11.7
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	11.2
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	10.6
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	9.9
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	9.8
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	9.8
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	9.5
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	9.4
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	8.4
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	8.4
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	8.4
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	8.0
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	7.5
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	7.1
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	7.1
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	7.0
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	5.4
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	5.0
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	3.7
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

Sample ID	Sample type	nRPX
CPT0078660003	Tumor	0.8
CPT0079180003	Tumor	0.7
CPT0001540009	Tumor	0.5
CPT0023350003	Tumor	0.5
CPT0015730003	Tumor	0.5
CPT0000640003	Tumor	0.5
CPT0088690003	Tumor	0.4
CPT0026410003	Tumor	0.4
CPT0012280003	Tumor	0.3
CPT0025880003	Tumor	0.3
CPT0078990003	Tumor	0.3
CPT0002350011	Tumor	0.3
CPT0088970003	Tumor	0.3
CPT0088550004	Tumor	0.3
CPT0002270011	Tumor	0.3
CPT0009000003	Tumor	0.2
CPT0024670003	Tumor	0.2
CPT0088480003	Tumor	0.2
CPT0021240003	Tumor	0.2
CPT0025230003	Tumor	0.2
CPT0071150004	Tumor	0.2
CPT0012770003	Normal	0.2
CPT0001260009	Tumor	0.2
CPT0079430001	Normal	0.2
CPT0086950003	Tumor	0.2
CPT0079480003	Tumor	0.2
CPT0012550003	Tumor	0.2
CPT0000870016	Tumor	0.2
CPT0079270003	Tumor	0.2
CPT0086030003	Tumor	0.2
CPT0001180009	Tumor	0.2
CPT0069160003	Tumor	0.2
CPT0078840001	Normal	0.2
CPT0025050003	Tumor	0.2
CPT0066430001	Normal	0.2
CPT0007870001	Normal	0.2
CPT0006440003	Tumor	0.2
CPT0001340003	Tumor	0.2
CPT0012180003	Tumor	0.2
CPT0026420001	Normal	0.2
CPT0009080003	Normal	0.2
CPT0065810003	Tumor	0.2
CPT0025110003	Tumor	0.2
CPT0077110003	Tumor	0.2
CPT0086820003	Tumor	0.2
CPT0065450001	Normal	0.2
CPT0012640003	Normal	0.2
CPT0086360003	Tumor	0.2
CPT0025060001	Normal	0.1
CPT0001350001	Normal	0.1
CPT0010110003	Tumor	0.1
CPT0012080003	Tumor	0.1
CPT0089480003	Normal	0.1
CPT0015810003	Tumor	0.1
CPT0082010001	Normal	0.1
CPT0063330001	Normal	0.1
CPT0014160003	Tumor	0.1
CPT0092800003	Normal	0.1
CPT0001230001	Normal	0.1
CPT0013790003	Normal	0.1
CPT0078940001	Normal	0.1
CPT0077140001	Normal	0.1
CPT0081620001	Normal	0.1
CPT0063640001	Normal	0.1
CPT0012570003	Normal	0.1
CPT0088570001	Normal	0.1
CPT0088920001	Normal	0.1
CPT0014370004	Tumor	0.1
CPT0014350001	Normal	0.1
CPT0075570001	Normal	0.1
CPT0078670001	Normal	0.1
CPT0018250001	Normal	0.1
CPT0007320003	Tumor	0.1
CPT0065430003	Tumor	0.1
CPT0006950001	Normal	0.1
CPT0006900003	Tumor	0.1
CPT0009020003	Normal	0.1
CPT0006530001	Normal	0.1
CPT0023360001	Normal	0.1
CPT0025350003	Tumor	0.1
CPT0000790001	Normal	0.1
CPT0081600003	Tumor	0.1
CPT0014130001	Normal	0.1
CPT0065820001	Normal	0.1
CPT0025580004	Tumor	0.1
CPT0086370003	Normal	0.1
CPT0025610001	Normal	0.1
CPT0079000001	Normal	0.1
CPT0012370003	Tumor	0.1
CPT0020130001	Normal	0.1
CPT0078830003	Tumor	0.1
CPT0010170001	Normal	0.1
CPT0087050003	Normal	0.1
CPT0078510003	Tumor	0.1
CPT0077500001	Normal	0.1
CPT0020120003	Tumor	0.1
CPT0012290003	Normal	0.1
CPT0012090003	Normal	0.1
CPT0069010001	Normal	0.1
CPT0086870003	Tumor	0.1
CPT0088710001	Normal	0.0
CPT0017450001	Normal	0.0
CPT0065870003	Tumor	0.0
CPT0075720003	Tumor	0.0
CPT0006730001	Normal	0.0
CPT0069190001	Normal	0.0
CPT0001190001	Normal	0.0
CPT0023710001	Normal	0.0
CPT0014470001	Normal	0.0
CPT0081990003	Tumor	0.0
CPT0092310003	Normal	0.0
CPT0009060003	Tumor	0.0
CPT0001220008	Tumor	0.0
CPT0086890003	Normal	0.0
CPT0000890001	Normal	0.0
CPT0007470001	Normal	0.0
CPT0088640003	Normal	0.0
CPT0079410003	Tumor	0.0
CPT0000660001	Normal	0.0
CPT0001550001	Normal	0.0
CPT0001510001	Normal	0.0
CPT0019990003	Tumor	0.0
CPT0088760003	Tumor	0.0
CPT0020020001	Normal	0.0
CPT0012920003	Normal	0.0
CPT0011240003	Tumor	0.0
CPT0019160001	Normal	0.0
CPT0089020003	Tumor	0.0
CPT0079510001	Normal	0.0
CPT0079300001	Normal	0.0
CPT0019130003	Tumor	0.0
CPT0086830003	Normal	0.0
CPT0025920001	Normal	0.0
CPT0001270001	Normal	0.0
CPT0014450004	Tumor	0.0
CPT0064400001	Normal	0.0
CPT0092740003	Normal	0.0
CPT0078530001	Normal	0.0
CPT0002370001	Normal	0.0
CPT0010160003	Tumor	0.0
CPT0088780001	Normal	0.0
CPT0077320001	Normal	0.0
CPT0079230003	Tumor	0.0
CPT0065930003	Tumor	0.0
CPT0065750003	Tumor	0.0
CPT0069000003	Tumor	0.0
CPT0079380003	Tumor	0.0
CPT0086970003	Normal	-0.1
CPT0077490003	Tumor	-0.1
CPT0092160003	Tumor	-0.1
CPT0001500009	Tumor	-0.1
CPT0088500001	Normal	-0.1
CPT0076350001	Normal	-0.1
CPT0089040001	Normal	-0.1
CPT0064370003	Tumor	-0.1
CPT0092730003	Tumor	-0.1
CPT0063630003	Tumor	-0.1
CPT0088900003	Tumor	-0.1
CPT0010120001	Normal	-0.1
CPT0024680001	Normal	-0.1
CPT0066520001	Normal	-0.1
CPT0078930003	Tumor	-0.1
CPT0075130003	Tumor	-0.1
CPT0017410003	Tumor	-0.1
CPT0012670003	Tumor	-0.1
CPT0063320003	Tumor	-0.1
CPT0066480003	Tumor	-0.1
CPT0075560003	Tumor	-0.1
CPT0088630003	Tumor	-0.1
CPT0006630003	Tumor	-0.1
CPT0000780007	Tumor	-0.1
CPT0076330003	Tumor	-0.1
CPT0092190003	Normal	-0.1
CPT0084590001	Normal	-0.1
CPT0084560003	Tumor	-0.1
CPT0075170001	Normal	-0.1
CPT0012900004	Tumor	-0.1
CPT0065690003	Tumor	-0.2
CPT0077310003	Tumor	-0.2
CPT0087040003	Tumor	-0.2
CPT0089460004	Tumor	-0.2
CPT0011410003	Tumor	-0.2
CPT0007860003	Tumor	-0.2
CPT0066470004	Tumor	-0.2
CPT0023690003	Tumor	-0.2
CPT0085670003	Tumor	-0.3
CPT0081880003	Tumor	-0.3
CPT0092790003	Tumor	-0.3
CPT0025290003	Tumor	-0.3
CPT0015910003	Tumor	-0.3
CPT0017850003	Tumor	-0.3
CPT0025170003	Tumor	-0.4
CPT0078800003	Tumor	-0.4
CPT0092290003	Tumor	-0.4
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RENAL CANCER - Protein expressionⁱ A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here. Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.

Antibody stainingⁱ Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells. Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.	Antibody HPA066326	Antibody CAB080050
Staining
High
Medium
Low
Not detected
Intensity
Strong
Moderate
Weak
Negative
Quantity
>75%
75%-25%
<25%
None
Location
Nuclear
Cytoplasmic/membranous
Cytoplasmic/membranous,nuclear
None
Adenocarcinoma, NOS