Expression of ARL8A 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

ARL8A is not prognostic in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 22.2

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

30.8

Number of samples

Samples

Sample	Description	TPM
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	85.4
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	60.4
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	55.3
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	54.4
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	48.5
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	48.3
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	46.1
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	44.3
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	43.6
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	42.5
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	42.0
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	41.9
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	39.8
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	38.7
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	38.3
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	36.3
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	34.8
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	34.4
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	34.1
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	33.6
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	33.6
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	33.4
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	33.3
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	32.5
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	32.3
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	32.2
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	31.0
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	31.0
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	30.8
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	30.6
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	30.6
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	29.9
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	27.9
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	27.6
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	26.6
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	26.6
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	25.7
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	25.1
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	24.6
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	24.1
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	23.8
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	23.4
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	23.1
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	23.1
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	22.9
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	22.6
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	21.8
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	21.7
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	21.4
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	21.3
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	20.9
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	20.7
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	20.7
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	20.2
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	19.5
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	19.0
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	18.4
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	18.4
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	18.0
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	17.2
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	16.8
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	16.1
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	15.1
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	14.0
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KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

ARL8A is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 28.27

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

32.0

Number of samples

521

Samples

Sample	Description	TPM
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	86.1
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	75.6
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	64.7
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	63.7
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	61.3
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	60.7
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	59.8
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	59.6
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	57.0
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	55.7
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	55.4
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	55.0
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	54.9
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	52.7
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	51.3
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	50.7
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	50.5
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	50.4
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	50.0
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	49.4
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	49.4
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	49.3
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	48.9
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	48.7
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	48.1
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	47.9
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	47.7
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	47.7
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	47.6
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	47.6
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	47.5
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	47.0
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	46.9
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	46.9
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	46.4
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	46.2
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	45.9
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	45.5
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	45.4
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	45.3
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	45.3
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	45.1
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	45.0
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	44.7
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	44.7
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	44.7
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	44.6
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	44.6
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	44.6
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	44.4
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	44.2
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	44.2
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	44.1
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	44.1
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	44.1
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	43.8
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	43.8
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	43.8
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	43.8
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	43.4
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	43.2
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	43.2
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	43.1
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	43.0
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	42.9
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	42.7
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	42.6
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	42.3
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	42.2
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	42.0
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	42.0
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	41.9
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	41.7
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	41.7
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	41.6
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	41.5
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	41.4
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	41.4
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	41.3
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	41.2
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	41.1
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	40.9
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	40.9
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	40.8
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	40.7
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	40.7
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	40.6
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	40.5
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	40.5
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	40.4
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	40.3
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	40.2
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	40.2
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	40.1
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	40.1
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	40.1
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	39.9
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	39.8
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	39.8
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	39.8
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	39.8
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	39.8
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	39.7
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	39.6
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	39.5
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	39.4
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	39.4
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	39.4
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	39.4
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	39.3
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	39.3
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	39.3
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	39.2
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	39.2
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	39.2
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	39.1
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	39.1
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	39.1
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	39.0
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	38.9
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	38.9
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	38.9
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	38.9
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	38.8
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	38.8
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	38.8
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	38.7
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	38.4
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	38.4
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	38.3
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	38.2
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	38.2
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	38.2
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	38.0
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	38.0
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	37.8
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	37.7
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	37.7
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	37.7
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	37.7
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	37.6
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	37.6
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	37.5
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	37.4
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	37.4
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	37.3
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	37.2
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	37.2
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	37.1
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	37.0
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	37.0
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	37.0
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	37.0
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	36.9
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	36.9
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	36.9
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	36.9
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	36.9
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	36.7
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	36.7
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	36.7
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	36.6
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	36.5
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	36.5
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	36.4
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	36.4
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	36.4
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	36.2
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	36.2
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	36.2
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	36.1
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	36.1
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	35.9
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	35.9
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	35.8
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	35.8
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	35.8
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	35.8
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	35.7
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	35.7
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	35.6
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	35.6
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	35.6
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	35.5
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	35.5
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	35.4
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	35.4
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	35.4
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	35.3
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	35.3
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	35.2
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	35.2
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	35.1
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	35.0
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	35.0
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	35.0
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	34.9
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	34.8
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	34.8
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	34.7
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	34.6
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	34.6
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	34.5
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	34.5
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	34.4
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	34.4
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	34.2
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	34.2
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	34.1
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	34.0
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	34.0
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	33.9
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	33.8
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	33.7
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	33.7
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	33.7
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	33.6
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	33.6
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	33.5
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	33.4
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	33.4
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	33.4
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	33.3
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	33.3
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	33.2
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	33.2
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	33.2
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	33.2
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	33.2
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	33.0
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	33.0
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	32.8
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	32.8
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	32.7
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	32.7
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	32.6
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	32.6
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	32.6
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	32.5
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	32.5
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	32.5
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	32.4
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	32.4
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	32.4
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	32.3
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	32.3
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	32.2
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	32.1
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	32.1
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	32.0
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	32.0
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	31.8
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	31.7
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	31.7
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	31.7
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	31.6
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	31.6
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	31.6
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	31.5
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	31.5
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	31.5
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	31.5
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	31.5
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	31.5
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	31.5
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	31.5
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	31.4
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	31.4
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	31.4
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	31.3
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	31.3
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	31.1
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	31.0
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	30.9
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	30.9
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	30.8
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	30.8
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	30.8
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	30.8
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	30.7
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	30.7
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	30.6
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	30.5
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	30.5
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	30.5
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	30.5
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	30.4
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	30.3
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	30.2
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	30.1
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	30.1
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	30.0
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	30.0
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	29.9
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	29.9
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	29.8
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	29.8
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	29.8
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	29.7
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	29.7
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	29.6
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	29.6
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	29.5
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	29.5
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	29.4
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	29.4
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	29.4
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	29.2
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	29.2
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	29.2
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	29.1
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	29.1
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	29.0
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	29.0
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	29.0
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	28.9
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	28.9
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	28.8
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	28.7
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	28.7
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	28.6
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	28.5
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	28.5
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	28.5
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	28.3
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	28.3
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	28.3
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	28.3
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	28.3
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	28.3
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	28.3
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	28.2
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	28.1
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	28.1
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	27.9
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	27.9
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	27.8
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	27.6
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	27.5
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	27.5
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	27.5
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	27.5
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	27.5
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	27.5
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	27.4
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	27.3
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	27.3
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	27.2
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	27.2
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	27.1
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	27.1
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	27.1
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	27.1
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	27.1
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	26.8
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	26.8
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	26.8
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	26.7
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	26.7
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	26.7
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	26.7
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	26.7
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	26.6
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	26.4
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	26.4
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	26.4
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	26.4
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	26.3
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	26.3
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	26.2
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	26.2
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	26.1
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	26.1
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	26.0
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	26.0
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	26.0
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	25.9
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	25.9
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	25.9
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	25.9
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	25.8
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	25.8
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	25.8
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	25.7
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	25.7
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	25.7
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	25.7
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	25.6
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	25.6
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	25.5
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	25.5
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	25.5
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	25.4
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	25.2
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	25.2
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	25.1
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	25.1
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	25.1
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	25.1
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	25.0
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	25.0
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	24.8
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	24.8
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	24.6
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	24.6
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	24.6
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	24.6
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	24.6
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	24.5
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	24.5
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	24.4
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	24.3
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	24.3
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	24.3
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	24.3
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	24.1
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	23.9
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	23.7
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	23.7
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	23.6
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	23.6
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	23.5
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	23.5
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	23.5
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	23.5
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	23.4
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	23.3
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	23.2
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	23.2
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	23.2
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	22.9
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	22.8
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	22.7
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	22.7
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	22.7
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	22.7
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	22.6
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	22.5
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	22.5
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	22.4
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	22.4
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	22.4
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	22.4
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	22.3
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	22.2
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	22.2
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	22.2
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	22.2
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	22.1
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	21.9
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	21.9
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	21.9
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	21.8
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	21.7
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	21.6
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	21.4
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	21.3
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	21.0
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	21.0
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	20.4
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	20.4
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	20.3
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	20.2
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	20.2
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	20.1
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	20.0
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	19.9
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	19.9
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	19.8
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	19.8
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	19.7
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	19.7
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	19.6
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	19.5
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	19.4
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	19.4
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	19.2
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	19.1
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	19.0
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	18.9
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	18.9
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	18.8
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	18.7
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	18.7
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	18.7
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	18.6
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	18.6
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	17.8
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	17.8
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	17.8
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	17.3
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	17.2
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	17.0
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	16.9
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	16.6
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	16.5
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	16.0
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	15.9
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	15.5
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	15.3
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	15.3
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	15.2
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	15.0
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	14.9
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	14.8
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	14.8
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	14.5
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	13.5
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	13.3
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	13.3
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	13.0
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	12.5
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	12.5
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	12.3
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	12.0
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	11.7
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	11.7
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	11.4
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	11.1
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	7.9
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	7.1
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KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

ARL8A is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 29.68

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

38.0

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	75.1
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	74.3
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	69.6
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	57.1
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	53.7
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	51.6
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	50.9
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	50.2
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	50.1
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	49.9
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	48.5
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	48.4
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	48.3
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	47.4
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	45.7
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	45.5
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	45.2
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	44.7
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	44.6
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	44.2
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	44.1
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	43.5
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	43.4
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	43.4
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	43.2
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	43.2
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	43.0
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	42.7
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	42.4
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	42.3
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	41.7
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	41.7
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	41.5
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	41.5
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	41.4
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	41.4
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	41.0
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	40.5
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	40.4
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	39.8
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	39.7
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	39.5
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	39.1
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	38.7
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	38.6
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	38.6
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	38.6
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	38.5
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	38.3
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	38.3
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	38.3
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	38.2
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	37.9
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	37.4
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	37.1
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	37.0
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	36.9
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	36.8
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	36.5
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	36.5
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	35.9
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	35.7
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	35.7
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	35.1
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	34.5
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	34.4
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	34.0
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	33.8
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	33.8
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	33.7
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	33.4
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	33.3
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	33.2
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	32.7
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	32.0
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	31.1
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	30.7
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	30.3
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	30.0
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	29.9
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	29.4
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	29.0
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	29.0
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	29.0
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	28.6
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	28.3
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	27.8
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	27.7
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	27.3
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	27.0
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	25.1
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	25.0
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	24.0
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	23.7
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	23.6
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	22.5
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	21.2
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	19.7
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	15.4
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	15.2
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KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

ARL8A is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 45.15

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

41.7

Number of samples

282

Samples

Sample	Description	TPM
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	102.7
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	97.7
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	94.2
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	93.7
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	89.3
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	82.0
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	81.9
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	80.7
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	79.0
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	73.0
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	72.4
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	72.4
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	71.3
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	71.0
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	70.4
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	69.6
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	69.4
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	69.2
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	68.5
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	66.0
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	65.5
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	65.3
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	63.7
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	63.7
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	63.4
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	62.8
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	62.2
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	62.0
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	61.8
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	61.8
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	60.7
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	60.2
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	59.8
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	59.4
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	59.1
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	58.7
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	58.3
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	58.2
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	58.2
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	56.8
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	56.6
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	56.5
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	56.1
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	55.9
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	55.9
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	55.3
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	54.9
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	54.6
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	54.4
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	54.1
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	54.1
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	53.9
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	53.4
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	53.4
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	53.4
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	53.3
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	52.8
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	52.5
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	52.4
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	52.4
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	52.3
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	52.3
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	51.1
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	50.8
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	50.4
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	50.2
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	50.0
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	49.8
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	49.4
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	49.2
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	49.0
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	48.9
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	48.8
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	48.7
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	48.5
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	48.4
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	48.4
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	48.3
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	48.1
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	47.9
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	47.9
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	47.8
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	47.7
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	47.2
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	46.7
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	46.5
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	46.4
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	46.2
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	46.0
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	45.8
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	45.5
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	45.2
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	45.1
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	45.1
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	45.0
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	45.0
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	44.8
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	44.7
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	44.6
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	44.4
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	44.3
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	44.3
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	44.2
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	44.2
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	44.0
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	44.0
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	43.7
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	43.5
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	43.1
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	42.8
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	42.7
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	42.7
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	42.6
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	42.5
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	42.3
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	42.2
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	42.2
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	42.1
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	41.9
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	41.8
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	41.6
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	41.5
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	41.5
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	41.5
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	41.4
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	41.3
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	40.7
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	40.2
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	40.2
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	40.2
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	40.2
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	40.1
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	40.1
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	39.9
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	39.8
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	39.4
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	39.3
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	39.2
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	39.1
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	38.8
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	38.7
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	38.7
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	38.5
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	38.2
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	38.2
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	38.2
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	38.1
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	38.1
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	38.1
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	38.0
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	37.8
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	37.7
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	37.7
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	37.6
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	37.4
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	37.3
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	37.3
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	37.3
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	37.2
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	37.0
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	37.0
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	36.9
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	36.8
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	36.7
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	36.5
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	36.4
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	36.4
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	36.3
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	36.3
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	36.2
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	36.1
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	35.9
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	35.9
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	35.9
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	35.8
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	35.8
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	35.5
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	35.3
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	35.3
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	35.1
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	34.9
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	34.8
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	34.7
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	34.6
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	34.4
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	34.4
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	34.2
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	34.1
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	34.1
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	34.0
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	34.0
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	33.9
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	33.7
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	33.7
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	33.5
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	33.5
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	33.4
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	33.3
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	33.2
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	33.0
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	32.9
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	32.8
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	32.7
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	32.7
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	32.6
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	32.5
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	32.4
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	32.3
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	32.3
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	32.2
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	31.8
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	31.8
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	31.7
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	31.7
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	31.5
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	31.3
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	31.3
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	31.0
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	30.9
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	30.9
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	30.8
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	30.7
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	30.6
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	30.5
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	30.4
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	30.1
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	29.8
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	29.7
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	29.7
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	29.7
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	29.5
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	29.5
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	29.1
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	29.0
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	28.8
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	28.6
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	28.5
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	28.3
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	28.2
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	28.0
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	28.0
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	28.0
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	28.0
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	27.9
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	27.7
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	27.1
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	26.8
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	26.4
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	26.0
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	25.9
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	25.8
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	25.6
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	25.3
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	25.1
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	24.9
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	24.1
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	23.3
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	22.8
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	22.7
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	22.6
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	22.5
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	22.4
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	22.2
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	22.1
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	22.0
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	21.1
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	21.0
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	21.0
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	20.7
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	20.3
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	20.0
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	19.9
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	19.4
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	19.3
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	18.6
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	18.2
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	17.8
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	17.8
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	15.9
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	15.5
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	15.1
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	13.8
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

Sample ID	Sample type	nRPX
CPT0079180003	Tumor	1.7
CPT0078660003	Tumor	1.6
CPT0011410003	Tumor	0.7
CPT0086950003	Tumor	0.6
CPT0007320003	Tumor	0.6
CPT0078800003	Tumor	0.6
CPT0086030003	Tumor	0.6
CPT0078510003	Tumor	0.5
CPT0088550004	Tumor	0.5
CPT0064370003	Tumor	0.4
CPT0026420001	Normal	0.4
CPT0025170003	Tumor	0.4
CPT0076330003	Tumor	0.4
CPT0023690003	Tumor	0.4
CPT0077310003	Tumor	0.4
CPT0075560003	Tumor	0.3
CPT0007860003	Tumor	0.3
CPT0092740003	Normal	0.3
CPT0019130003	Tumor	0.3
CPT0065750003	Tumor	0.3
CPT0086970003	Normal	0.3
CPT0084590001	Normal	0.3
CPT0081880003	Tumor	0.3
CPT0025290003	Tumor	0.3
CPT0076350001	Normal	0.3
CPT0002270011	Tumor	0.3
CPT0092800003	Normal	0.3
CPT0020120003	Tumor	0.3
CPT0006730001	Normal	0.2
CPT0015730003	Tumor	0.2
CPT0089480003	Normal	0.2
CPT0077140001	Normal	0.2
CPT0001350001	Normal	0.2
CPT0088640003	Normal	0.2
CPT0086820003	Tumor	0.2
CPT0084560003	Tumor	0.2
CPT0065450001	Normal	0.2
CPT0087050003	Normal	0.2
CPT0066430001	Normal	0.2
CPT0025060001	Normal	0.2
CPT0092310003	Normal	0.2
CPT0010170001	Normal	0.2
CPT0088710001	Normal	0.2
CPT0088970003	Tumor	0.1
CPT0000790001	Normal	0.1
CPT0092290003	Tumor	0.1
CPT0063630003	Tumor	0.1
CPT0063330001	Normal	0.1
CPT0023350003	Tumor	0.1
CPT0017450001	Normal	0.1
CPT0088920001	Normal	0.1
CPT0077500001	Normal	0.1
CPT0006950001	Normal	0.1
CPT0014160003	Tumor	0.1
CPT0007470001	Normal	0.1
CPT0013790003	Normal	0.1
CPT0001550001	Normal	0.1
CPT0012550003	Tumor	0.1
CPT0002370001	Normal	0.1
CPT0023360001	Normal	0.1
CPT0075170001	Normal	0.1
CPT0014130001	Normal	0.1
CPT0012290003	Normal	0.1
CPT0006530001	Normal	0.1
CPT0002350011	Tumor	0.1
CPT0092160003	Tumor	0.1
CPT0065690003	Tumor	0.1
CPT0086830003	Normal	0.1
CPT0069190001	Normal	0.1
CPT0065930003	Tumor	0.1
CPT0085670003	Tumor	0.1
CPT0065820001	Normal	0.1
CPT0066520001	Normal	0.1
CPT0019160001	Normal	0.1
CPT0000640003	Tumor	0.1
CPT0010110003	Tumor	0.1
CPT0020020001	Normal	0.1
CPT0078670001	Normal	0.1
CPT0086360003	Tumor	0.1
CPT0023710001	Normal	0.0
CPT0075570001	Normal	0.0
CPT0088480003	Tumor	0.0
CPT0025880003	Tumor	0.0
CPT0012280003	Tumor	0.0
CPT0001180009	Tumor	0.0
CPT0063320003	Tumor	0.0
CPT0001270001	Normal	0.0
CPT0082010001	Normal	0.0
CPT0078940001	Normal	0.0
CPT0065430003	Tumor	0.0
CPT0066480003	Tumor	0.0
CPT0025920001	Normal	0.0
CPT0063640001	Normal	0.0
CPT0001190001	Normal	0.0
CPT0086890003	Normal	0.0
CPT0069010001	Normal	0.0
CPT0012570003	Normal	0.0
CPT0020130001	Normal	0.0
CPT0000890001	Normal	0.0
CPT0007870001	Normal	0.0
CPT0079300001	Normal	0.0
CPT0078930003	Tumor	0.0
CPT0014470001	Normal	0.0
CPT0088780001	Normal	0.0
CPT0064400001	Normal	0.0
CPT0015810003	Tumor	0.0
CPT0077320001	Normal	0.0
CPT0001510001	Normal	0.0
CPT0021240003	Tumor	0.0
CPT0014350001	Normal	0.0
CPT0077110003	Tumor	0.0
CPT0000660001	Normal	0.0
CPT0001500009	Tumor	0.0
CPT0006900003	Tumor	0.0
CPT0092730003	Tumor	0.0
CPT0079380003	Tumor	0.0
CPT0086370003	Normal	0.0
CPT0025050003	Tumor	0.0
CPT0024680001	Normal	-0.1
CPT0010120001	Normal	-0.1
CPT0078840001	Normal	-0.1
CPT0079230003	Tumor	-0.1
CPT0018250001	Normal	-0.1
CPT0079000001	Normal	-0.1
CPT0089020003	Tumor	-0.1
CPT0088570001	Normal	-0.1
CPT0092790003	Tumor	-0.1
CPT0025610001	Normal	-0.1
CPT0006630003	Tumor	-0.1
CPT0025580004	Tumor	-0.1
CPT0079430001	Normal	-0.1
CPT0066470004	Tumor	-0.1
CPT0065870003	Tumor	-0.1
CPT0089460004	Tumor	-0.1
CPT0081620001	Normal	-0.1
CPT0065810003	Tumor	-0.1
CPT0089040001	Normal	-0.1
CPT0069000003	Tumor	-0.1
CPT0012370003	Tumor	-0.1
CPT0079510001	Normal	-0.1
CPT0075720003	Tumor	-0.2
CPT0081990003	Tumor	-0.2
CPT0012090003	Normal	-0.2
CPT0078830003	Tumor	-0.2
CPT0006440003	Tumor	-0.2
CPT0014450004	Tumor	-0.2
CPT0001230001	Normal	-0.2
CPT0087040003	Tumor	-0.2
CPT0025110003	Tumor	-0.2
CPT0024670003	Tumor	-0.2
CPT0010160003	Tumor	-0.2
CPT0015910003	Tumor	-0.2
CPT0012900004	Tumor	-0.2
CPT0079270003	Tumor	-0.2
CPT0088900003	Tumor	-0.2
CPT0092190003	Normal	-0.2
CPT0088500001	Normal	-0.2
CPT0001220008	Tumor	-0.2
CPT0078990003	Tumor	-0.2
CPT0012640003	Normal	-0.2
CPT0009060003	Tumor	-0.2
CPT0014370004	Tumor	-0.2
CPT0088760003	Tumor	-0.2
CPT0079410003	Tumor	-0.2
CPT0000870016	Tumor	-0.2
CPT0012770003	Normal	-0.3
CPT0012670003	Tumor	-0.3
CPT0025350003	Tumor	-0.3
CPT0088630003	Tumor	-0.3
CPT0009020003	Normal	-0.3
CPT0075130003	Tumor	-0.3
CPT0019990003	Tumor	-0.3
CPT0088690003	Tumor	-0.3
CPT0026410003	Tumor	-0.3
CPT0012180003	Tumor	-0.3
CPT0012920003	Normal	-0.3
CPT0017850003	Tumor	-0.3
CPT0012080003	Tumor	-0.3
CPT0001260009	Tumor	-0.3
CPT0079480003	Tumor	-0.4
CPT0078530001	Normal	-0.4
CPT0009000003	Tumor	-0.4
CPT0017410003	Tumor	-0.4
CPT0000780007	Tumor	-0.4
CPT0071150004	Tumor	-0.4
CPT0069160003	Tumor	-0.4
CPT0011240003	Tumor	-0.4
CPT0081600003	Tumor	-0.4
CPT0077490003	Tumor	-0.4
CPT0001340003	Tumor	-0.5
CPT0086870003	Tumor	-0.5
CPT0025230003	Tumor	-0.5
CPT0001540009	Tumor	-0.5
CPT0009080003	Normal	-0.5
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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 HPA038759	Antibody HPA040515	Antibody HPA045924
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