Expression of NRAS 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

NRAS is potential prognostic, high expression is unfavorable in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 11.01

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

7.8

Number of samples

Samples

Sample	Description	TPM
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	21.5
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	21.4
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	17.1
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	15.0
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	14.3
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	14.1
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	13.2
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	13.1
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	12.6
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	12.0
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	11.9
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	11.8
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	11.4
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	11.0
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	11.0
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	10.9
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	10.5
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	10.3
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	10.0
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	10.0
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	9.8
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	9.1
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	8.8
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	8.7
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	8.7
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	8.4
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	8.4
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	8.3
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	8.3
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	8.2
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	7.5
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	7.4
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	7.2
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	6.7
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	6.6
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	6.6
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	6.5
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	6.3
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	6.1
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	5.8
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	5.7
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	5.6
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	5.5
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	5.2
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	5.0
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	5.0
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	4.5
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	4.5
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	4.4
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	4.4
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	4.3
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	3.8
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	3.7
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	3.5
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	3.5
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	3.4
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	3.2
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	2.6
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	2.6
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	2.3
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	2.2
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	1.4
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	0.7
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	0.0
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KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 15.23

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

24.6

Number of samples

521

Samples

Sample	Description	TPM
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	108.8
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	93.9
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	61.8
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	56.2
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	52.6
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	51.7
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	50.3
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	49.8
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	48.7
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	48.5
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	48.3
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	48.1
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	47.4
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	47.2
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	46.8
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	46.2
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	46.0
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	45.9
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	45.3
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	45.2
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	44.8
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	44.5
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	44.5
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	44.4
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	43.1
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	42.7
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	42.7
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	42.5
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	42.4
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	42.4
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	42.2
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	42.2
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	42.2
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	42.1
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	41.7
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	41.7
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	41.5
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	41.5
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	41.1
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	41.0
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	40.0
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	40.0
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	39.9
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	39.5
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	39.5
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	39.0
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	38.7
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	38.6
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	38.5
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	38.4
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	38.3
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	38.1
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	38.0
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	37.9
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	37.9
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	37.8
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	37.8
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	37.7
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	37.7
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	37.7
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	37.6
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	37.6
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	37.6
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	37.6
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	37.5
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	37.3
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	37.2
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	37.1
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	37.1
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	36.8
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	36.8
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	36.8
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	36.6
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	36.5
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	36.3
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	36.3
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	36.3
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	36.3
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	36.2
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	36.2
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	36.0
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	36.0
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	36.0
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	35.9
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	35.9
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	35.6
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	35.6
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	35.5
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	35.3
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	35.3
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	35.2
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	35.1
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	35.0
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	35.0
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	34.8
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	34.8
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	34.7
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	34.7
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	34.4
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	34.2
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	34.1
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	34.0
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	34.0
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	34.0
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	34.0
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	33.7
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	33.6
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	33.5
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	33.5
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	33.4
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	33.4
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	33.3
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	33.3
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	33.2
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	33.2
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	33.2
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	33.1
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	33.0
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	33.0
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	32.8
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	32.6
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	32.4
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	32.4
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	32.3
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	32.3
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	32.2
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	32.2
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	32.1
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	32.0
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	32.0
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	32.0
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	31.8
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	31.8
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	31.8
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	31.7
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	31.7
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	31.6
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	31.5
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	31.5
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	31.4
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	31.4
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	31.3
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	31.2
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	31.1
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	31.1
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	31.1
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	31.0
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	31.0
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	30.9
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	30.9
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	30.7
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	30.6
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	30.6
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	30.6
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	30.6
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	30.6
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	30.4
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	30.4
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	30.3
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	30.2
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	30.2
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	30.1
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	30.0
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	30.0
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	30.0
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	29.9
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	29.8
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	29.8
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	29.8
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	29.7
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	29.7
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	29.6
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	29.6
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	29.5
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	29.4
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	29.4
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	29.3
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	29.2
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	29.1
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	29.0
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	28.8
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	28.7
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	28.6
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	28.6
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	28.6
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	28.6
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	28.6
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	28.5
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	28.5
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	28.4
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	28.4
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	28.4
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	28.3
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	28.3
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	28.2
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	28.2
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	28.2
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	28.0
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	28.0
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	27.9
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	27.8
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	27.8
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	27.8
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	27.7
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	27.7
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	27.6
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	27.6
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	27.6
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	27.5
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	27.2
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	27.2
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	27.0
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	26.9
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	26.9
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	26.7
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	26.7
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	26.6
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	26.6
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	26.6
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	26.6
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	26.5
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	26.3
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	26.3
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	26.3
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	26.1
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	26.0
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	26.0
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	26.0
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	25.9
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	25.8
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	25.8
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	25.8
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	25.8
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	25.7
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	25.6
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	25.6
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	25.5
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	25.4
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	25.4
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	25.4
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	25.3
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	25.2
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	25.2
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	25.1
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	25.1
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	24.7
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	24.7
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	24.7
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	24.6
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	24.6
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	24.5
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	24.4
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	24.4
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	24.4
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	24.2
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	24.2
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	24.1
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	24.1
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	24.0
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	24.0
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	23.9
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	23.9
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	23.9
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	23.7
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	23.6
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	23.6
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	23.6
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	23.5
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	23.5
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	23.5
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	23.5
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	23.4
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	23.4
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	23.4
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	23.3
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	23.3
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	23.2
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	23.2
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	23.1
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	23.1
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	23.0
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	23.0
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	23.0
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	22.9
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	22.9
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	22.9
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	22.9
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	22.9
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	22.7
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	22.7
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	22.6
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	22.4
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	22.3
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	22.3
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	22.2
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	22.2
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	22.2
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	22.2
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	22.2
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	22.1
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	22.1
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	22.0
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	22.0
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	21.9
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	21.9
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	21.8
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	21.8
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	21.7
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	21.7
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	21.6
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	21.6
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	21.5
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	21.5
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	21.4
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	21.3
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	21.2
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	21.2
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	21.1
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	21.1
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	21.0
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	20.9
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	20.8
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	20.8
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	20.7
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	20.7
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	20.7
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	20.7
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	20.7
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	20.7
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	20.6
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	20.6
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	20.5
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	20.3
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	20.2
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	20.1
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	20.0
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	19.9
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	19.9
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	19.9
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	19.8
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	19.7
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	19.7
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	19.7
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	19.7
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	19.6
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	19.6
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	19.6
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	19.6
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	19.4
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	19.4
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	19.4
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	19.2
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	19.0
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	18.8
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	18.8
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	18.7
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	18.7
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	18.6
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	18.6
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	18.6
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	18.5
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	18.5
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	18.3
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	18.3
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	17.9
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	17.9
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	17.9
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	17.8
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	17.8
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	17.7
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	17.6
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	17.5
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	17.4
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	17.2
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	17.2
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	17.1
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	17.0
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	17.0
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	16.9
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	16.9
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	16.7
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	16.7
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	16.6
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	16.6
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	16.5
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	16.5
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	16.5
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	16.3
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	16.1
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	16.0
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	16.0
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	16.0
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	15.9
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	15.7
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	15.6
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	15.6
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	15.5
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	15.5
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	15.5
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	15.5
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	15.2
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	15.2
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	15.2
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	15.1
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	15.0
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	15.0
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	14.9
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	14.8
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	14.6
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	14.5
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	14.4
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	14.3
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	14.2
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	14.1
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	14.1
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	14.1
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	14.1
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	14.0
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	14.0
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	13.7
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	13.7
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	13.5
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	13.2
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	13.2
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	13.2
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	13.0
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	13.0
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	12.9
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	12.8
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	12.6
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	12.6
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	12.5
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	12.5
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	12.5
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	12.4
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	12.4
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	12.2
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	12.2
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	12.1
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	11.7
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	11.7
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	11.6
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	11.6
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	11.6
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	11.5
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	11.4
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	11.4
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	11.4
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	11.3
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	11.3
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	11.0
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	10.9
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	10.9
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	10.8
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	10.8
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	10.8
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	10.8
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	10.6
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	10.6
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	10.6
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	10.6
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	10.5
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	10.4
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	10.3
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	10.3
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	10.2
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	10.1
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	10.1
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	10.0
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	10.0
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	9.8
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	9.8
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	9.6
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	9.5
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	9.4
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	9.4
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	9.3
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	9.3
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	9.2
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	9.2
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	9.2
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	9.1
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	8.9
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	8.9
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	8.7
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	8.7
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	8.7
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	8.6
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	8.4
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	8.1
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	8.1
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	8.0
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	7.9
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	7.8
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	7.8
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	7.7
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	7.6
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	7.5
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	7.4
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	7.1
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	7.1
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	6.9
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	6.8
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	6.8
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	6.6
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	6.6
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	6.4
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	6.4
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	6.2
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	6.0
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	6.0
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	5.8
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	5.6
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	5.5
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	4.8
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	4.6
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	4.3
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	3.7
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	3.6
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	3.5
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	3.4
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KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 37.19

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

30.2

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	59.2
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	54.9
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	51.9
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	48.3
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	44.9
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	44.7
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	44.5
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	43.7
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	43.6
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	43.6
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	42.4
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	41.5
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	41.4
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	40.6
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	40.5
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	40.2
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	39.8
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	39.7
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	39.5
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	39.2
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	39.2
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	37.9
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	37.8
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	37.6
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	37.5
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	37.2
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	37.2
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	36.9
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	36.9
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	36.0
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	35.4
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	35.2
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	35.0
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	35.0
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	35.0
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	34.9
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	34.6
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	34.6
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	33.8
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	33.4
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	33.1
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	32.9
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	32.9
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	32.6
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	32.2
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	32.1
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	32.1
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	31.9
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	31.8
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	31.2
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	31.2
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	30.7
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	30.7
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	30.6
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	30.4
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	29.2
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	28.9
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	28.2
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	26.2
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	26.1
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	25.9
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	25.8
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	25.7
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	25.2
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	25.2
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	25.0
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	25.0
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	24.9
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	24.1
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	24.1
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	23.9
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	23.8
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	23.6
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	23.5
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	23.1
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	22.8
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	22.7
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	22.6
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	22.2
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	22.2
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	21.7
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	21.4
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	21.1
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	20.8
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	20.2
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	20.1
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	19.7
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	19.5
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	18.9
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	16.5
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	16.2
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	16.2
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	15.7
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	15.3
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	14.9
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	11.2
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	10.4
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	10.0
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	10.0
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	7.5
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KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 10.33

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

15.3

Number of samples

282

Samples

Sample	Description	TPM
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	67.7
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	59.4
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	47.3
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	45.7
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	40.0
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	34.9
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	34.3
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	34.1
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	33.0
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	31.8
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	31.5
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	31.4
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	31.4
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	30.5
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	29.5
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	27.5
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	27.5
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	27.0
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	26.8
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	26.7
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	26.6
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	26.1
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	25.9
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	25.7
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	25.3
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	25.2
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	25.2
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	25.0
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	24.9
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	24.9
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	24.5
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	24.4
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	24.3
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	24.2
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	23.9
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	23.8
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	23.7
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	23.7
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	23.6
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	23.5
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	23.5
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	23.4
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	23.3
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	23.0
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	22.8
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	22.8
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	22.5
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	22.2
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	21.8
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	21.7
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	21.6
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	21.6
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	21.4
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	21.2
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	21.0
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	20.9
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	20.9
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	20.9
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	20.9
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	20.6
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	20.1
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	20.0
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	20.0
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	19.5
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	19.4
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	19.4
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	19.4
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	19.2
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	19.2
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	19.1
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	19.0
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	18.8
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	18.8
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	18.7
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	18.6
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	18.6
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	18.5
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	18.3
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	18.3
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	18.3
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	18.3
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	18.2
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	18.1
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	18.1
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	18.0
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	17.8
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	17.8
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	17.7
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	17.6
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	17.6
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	17.6
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	17.5
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	17.5
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	17.4
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	17.4
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	17.1
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	17.1
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	17.0
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	16.8
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	16.7
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	16.7
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	16.6
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	16.6
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	16.5
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	16.5
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	16.5
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	16.3
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	16.3
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	16.2
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	16.1
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	15.9
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	15.9
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	15.8
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	15.7
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	15.7
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	15.6
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	15.5
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	15.4
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	15.4
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	15.4
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	15.2
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	15.2
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	15.1
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	15.0
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	15.0
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	14.8
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	14.8
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	14.7
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	14.7
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	14.6
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	14.5
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	14.5
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	14.5
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	14.4
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	14.4
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	14.3
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	14.3
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	14.0
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	13.9
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	13.9
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	13.8
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	13.7
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	13.6
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	13.5
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	13.5
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	13.5
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	13.4
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	13.2
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	13.2
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	13.1
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	13.1
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	13.0
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	13.0
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	13.0
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	13.0
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	12.9
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	12.6
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	12.5
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	12.4
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	12.3
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	12.2
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	12.2
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	12.1
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	12.0
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	12.0
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	11.8
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	11.8
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	11.8
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	11.8
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	11.7
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	11.6
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	11.6
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	11.5
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	11.5
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	11.5
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	11.5
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	11.4
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	11.4
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	11.4
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	11.3
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	11.3
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	11.3
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	11.1
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	11.1
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	11.0
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	11.0
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	11.0
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	10.9
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	10.8
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	10.8
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	10.8
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	10.6
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	10.5
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	10.5
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	10.4
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	10.4
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	10.4
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	10.4
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	10.3
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	10.2
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	10.2
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	10.1
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	10.1
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	9.9
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	9.8
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	9.8
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	9.8
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	9.8
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	9.7
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	9.7
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	9.7
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	9.6
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	9.6
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	9.6
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	9.5
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	9.5
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	9.4
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	9.3
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	9.2
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	9.2
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	9.2
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	9.1
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	9.1
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	9.1
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	9.0
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	8.9
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	8.9
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	8.7
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	8.6
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	8.6
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	8.6
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	8.4
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	8.4
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	8.3
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	8.2
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	8.2
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	8.2
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	8.2
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	8.1
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	8.1
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	8.0
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	8.0
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	7.6
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	7.6
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	7.6
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	7.4
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	7.3
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	7.2
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	7.2
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	7.1
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	7.1
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	7.0
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	7.0
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	7.0
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	6.9
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	6.9
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	6.8
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	6.7
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	6.7
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	6.7
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	6.6
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	6.5
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	6.5
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	6.4
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	6.4
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	6.4
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	6.4
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	6.0
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	5.8
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	5.5
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	5.5
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	5.4
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	5.3
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	5.0
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	4.8
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	4.6
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	4.0
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	3.9
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	3.7
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	3.6
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	3.5
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	3.1
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

Sample ID	Sample type	nRPX
CPT0065450001	Normal	0.5
CPT0001180009	Tumor	0.4
CPT0081880003	Tumor	0.4
CPT0066430001	Normal	0.4
CPT0000790001	Normal	0.4
CPT0092290003	Tumor	0.4
CPT0082010001	Normal	0.3
CPT0078510003	Tumor	0.3
CPT0010170001	Normal	0.3
CPT0006950001	Normal	0.3
CPT0092740003	Normal	0.3
CPT0007860003	Tumor	0.3
CPT0088710001	Normal	0.3
CPT0078930003	Tumor	0.3
CPT0077140001	Normal	0.3
CPT0014160003	Tumor	0.3
CPT0014350001	Normal	0.3
CPT0088920001	Normal	0.3
CPT0023710001	Normal	0.2
CPT0088780001	Normal	0.2
CPT0081620001	Normal	0.2
CPT0017450001	Normal	0.2
CPT0077500001	Normal	0.2
CPT0092800003	Normal	0.2
CPT0026420001	Normal	0.2
CPT0066470004	Tumor	0.2
CPT0019130003	Tumor	0.2
CPT0069010001	Normal	0.2
CPT0069160003	Tumor	0.2
CPT0012770003	Normal	0.2
CPT0023360001	Normal	0.2
CPT0020020001	Normal	0.2
CPT0025060001	Normal	0.2
CPT0013790003	Normal	0.2
CPT0006730001	Normal	0.2
CPT0025920001	Normal	0.2
CPT0025610001	Normal	0.2
CPT0007470001	Normal	0.2
CPT0000890001	Normal	0.2
CPT0077310003	Tumor	0.2
CPT0079180003	Tumor	0.2
CPT0006530001	Normal	0.2
CPT0079000001	Normal	0.2
CPT0010160003	Tumor	0.2
CPT0089480003	Normal	0.2
CPT0086970003	Normal	0.2
CPT0025050003	Tumor	0.2
CPT0025170003	Tumor	0.2
CPT0088760003	Tumor	0.2
CPT0089460004	Tumor	0.2
CPT0021240003	Tumor	0.2
CPT0076350001	Normal	0.2
CPT0001350001	Normal	0.1
CPT0069190001	Normal	0.1
CPT0006630003	Tumor	0.1
CPT0012290003	Normal	0.1
CPT0088500001	Normal	0.1
CPT0088570001	Normal	0.1
CPT0092730003	Tumor	0.1
CPT0001550001	Normal	0.1
CPT0089040001	Normal	0.1
CPT0064400001	Normal	0.1
CPT0001190001	Normal	0.1
CPT0001510001	Normal	0.1
CPT0079430001	Normal	0.1
CPT0088550004	Tumor	0.1
CPT0076330003	Tumor	0.1
CPT0088640003	Normal	0.1
CPT0066520001	Normal	0.1
CPT0078660003	Tumor	0.1
CPT0092310003	Normal	0.1
CPT0087050003	Normal	0.1
CPT0019160001	Normal	0.1
CPT0064370003	Tumor	0.1
CPT0025290003	Tumor	0.1
CPT0063640001	Normal	0.1
CPT0086890003	Normal	0.1
CPT0020120003	Tumor	0.1
CPT0065810003	Tumor	0.1
CPT0086030003	Tumor	0.1
CPT0075570001	Normal	0.1
CPT0020130001	Normal	0.1
CPT0012180003	Tumor	0.1
CPT0024680001	Normal	0.1
CPT0019990003	Tumor	0.1
CPT0014130001	Normal	0.1
CPT0089020003	Tumor	0.1
CPT0001230001	Normal	0.1
CPT0065820001	Normal	0.0
CPT0078840001	Normal	0.0
CPT0009080003	Normal	0.0
CPT0063630003	Tumor	0.0
CPT0014450004	Tumor	0.0
CPT0023690003	Tumor	0.0
CPT0079480003	Tumor	0.0
CPT0086950003	Tumor	0.0
CPT0078990003	Tumor	0.0
CPT0025580004	Tumor	0.0
CPT0066480003	Tumor	0.0
CPT0075560003	Tumor	0.0
CPT0018250001	Normal	0.0
CPT0012570003	Normal	0.0
CPT0025230003	Tumor	0.0
CPT0012080003	Tumor	0.0
CPT0088480003	Tumor	0.0
CPT0024670003	Tumor	0.0
CPT0079270003	Tumor	0.0
CPT0010110003	Tumor	0.0
CPT0086830003	Normal	0.0
CPT0012280003	Tumor	0.0
CPT0000640003	Tumor	0.0
CPT0078670001	Normal	0.0
CPT0065690003	Tumor	0.0
CPT0006900003	Tumor	0.0
CPT0012090003	Normal	0.0
CPT0012670003	Tumor	0.0
CPT0025880003	Tumor	0.0
CPT0075720003	Tumor	0.0
CPT0084560003	Tumor	0.0
CPT0078940001	Normal	0.0
CPT0092790003	Tumor	0.0
CPT0079230003	Tumor	0.0
CPT0000780007	Tumor	0.0
CPT0086370003	Normal	-0.1
CPT0065930003	Tumor	-0.1
CPT0026410003	Tumor	-0.1
CPT0012550003	Tumor	-0.1
CPT0075170001	Normal	-0.1
CPT0009000003	Tumor	-0.1
CPT0078830003	Tumor	-0.1
CPT0011410003	Tumor	-0.1
CPT0063330001	Normal	-0.1
CPT0025350003	Tumor	-0.1
CPT0088900003	Tumor	-0.1
CPT0092160003	Tumor	-0.1
CPT0078530001	Normal	-0.1
CPT0001260009	Tumor	-0.1
CPT0014470001	Normal	-0.1
CPT0071150004	Tumor	-0.1
CPT0001270001	Normal	-0.1
CPT0088630003	Tumor	-0.1
CPT0079380003	Tumor	-0.1
CPT0010120001	Normal	-0.1
CPT0006440003	Tumor	-0.1
CPT0002370001	Normal	-0.1
CPT0075130003	Tumor	-0.1
CPT0014370004	Tumor	-0.1
CPT0012920003	Normal	-0.1
CPT0007320003	Tumor	-0.1
CPT0015810003	Tumor	-0.1
CPT0001500009	Tumor	-0.1
CPT0000660001	Normal	-0.1
CPT0079410003	Tumor	-0.1
CPT0069000003	Tumor	-0.1
CPT0078800003	Tumor	-0.1
CPT0079300001	Normal	-0.1
CPT0007870001	Normal	-0.1
CPT0015910003	Tumor	-0.1
CPT0012370003	Tumor	-0.1
CPT0009020003	Normal	-0.1
CPT0077490003	Tumor	-0.1
CPT0081990003	Tumor	-0.1
CPT0023350003	Tumor	-0.1
CPT0087040003	Tumor	-0.1
CPT0065430003	Tumor	-0.1
CPT0001220008	Tumor	-0.1
CPT0065870003	Tumor	-0.1
CPT0001340003	Tumor	-0.1
CPT0088690003	Tumor	-0.1
CPT0085670003	Tumor	-0.2
CPT0077110003	Tumor	-0.2
CPT0063320003	Tumor	-0.2
CPT0086820003	Tumor	-0.2
CPT0084590001	Normal	-0.2
CPT0065750003	Tumor	-0.2
CPT0011240003	Tumor	-0.2
CPT0079510001	Normal	-0.2
CPT0086360003	Tumor	-0.2
CPT0088970003	Tumor	-0.2
CPT0017410003	Tumor	-0.2
CPT0081600003	Tumor	-0.2
CPT0002350011	Tumor	-0.2
CPT0012640003	Normal	-0.2
CPT0009060003	Tumor	-0.2
CPT0025110003	Tumor	-0.2
CPT0002270011	Tumor	-0.2
CPT0000870016	Tumor	-0.2
CPT0001540009	Tumor	-0.2
CPT0017850003	Tumor	-0.2
CPT0086870003	Tumor	-0.3
CPT0012900004	Tumor	-0.3
CPT0077320001	Normal	-0.3
CPT0092190003	Normal	-0.4
CPT0015730003	Tumor	-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 HPA049830	Antibody CAB010157
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