Expression of NUDT15 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

NUDT15 is not prognostic in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 10.53

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

11.4

Number of samples

Samples

Sample	Description	TPM
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	31.9
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	30.3
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	29.3
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	23.6
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	23.3
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	22.9
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	21.7
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	19.8
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	17.8
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	17.3
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	16.2
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	15.3
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	14.5
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	14.1
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	13.8
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	13.3
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	12.8
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	12.5
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	12.5
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	12.0
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	11.8
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	11.5
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	11.5
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	11.4
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	11.3
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	11.2
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	10.9
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	10.9
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	10.6
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	10.5
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	10.4
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	10.2
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	9.9
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	9.8
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	9.8
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	9.7
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	9.4
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	9.1
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	8.8
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	8.5
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	8.1
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	8.0
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	7.9
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	7.9
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	7.4
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	7.3
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	7.0
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	6.9
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	6.8
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	6.7
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	6.6
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	6.6
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	6.4
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	6.3
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	6.2
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	5.9
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	5.8
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	5.8
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	5.8
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	5.3
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	5.1
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	4.9
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	4.9
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	4.3
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KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

NUDT15 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 10.38

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

13.1

Number of samples

521

Samples

Sample	Description	TPM
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	37.9
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	29.2
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	27.7
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	25.6
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	25.5
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	25.2
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	24.8
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	24.2
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	24.1
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	23.7
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	23.2
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	23.1
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	22.6
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	22.5
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	22.4
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	22.0
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	21.6
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	21.6
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	21.4
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	21.2
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	21.2
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	21.1
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	21.0
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	20.9
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	20.6
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	20.3
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	20.3
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	20.3
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	20.1
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	20.1
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	20.0
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	20.0
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	20.0
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	19.9
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	19.9
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	19.9
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	19.9
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	19.8
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	19.7
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	19.7
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	19.4
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	19.4
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	19.3
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	19.3
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	19.2
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	19.1
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	19.1
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	19.1
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	19.0
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	19.0
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	18.9
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	18.8
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	18.8
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	18.8
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	18.7
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	18.7
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	18.6
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	18.6
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	18.6
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	18.5
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	18.4
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	18.4
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	18.3
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	18.3
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	18.2
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	18.2
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	18.2
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	18.2
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	18.1
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	18.1
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	18.1
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	17.9
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	17.9
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	17.9
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	17.8
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	17.8
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	17.8
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	17.7
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	17.6
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	17.5
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	17.5
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	17.5
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	17.5
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	17.4
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	17.4
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	17.3
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	17.2
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	17.0
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	17.0
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	16.9
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	16.8
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	16.8
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	16.8
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	16.8
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	16.8
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	16.7
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	16.7
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	16.7
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	16.7
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	16.7
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	16.6
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	16.6
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	16.6
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	16.5
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	16.5
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	16.5
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	16.5
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	16.4
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	16.4
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	16.4
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	16.4
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	16.3
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	16.3
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	16.3
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	16.1
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	16.1
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	16.0
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	16.0
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	16.0
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	16.0
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	16.0
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	16.0
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	15.9
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	15.9
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	15.9
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	15.8
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	15.8
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	15.8
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	15.7
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	15.7
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	15.7
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	15.7
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	15.6
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	15.6
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	15.6
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	15.5
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	15.5
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	15.5
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	15.4
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	15.4
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	15.4
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	15.4
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	15.4
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	15.4
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	15.4
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	15.4
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	15.3
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	15.3
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	15.3
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	15.3
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	15.3
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	15.2
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	15.2
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	15.2
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	15.2
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	15.2
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	15.2
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	15.1
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	15.1
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	15.1
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	15.1
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	15.1
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	15.1
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	15.1
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	15.0
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	15.0
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	15.0
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	15.0
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	14.9
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	14.9
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	14.9
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	14.9
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	14.9
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	14.9
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	14.8
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	14.8
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	14.8
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	14.8
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	14.8
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	14.8
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	14.7
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	14.7
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	14.7
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	14.7
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	14.7
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	14.7
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	14.7
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	14.7
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	14.6
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	14.6
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	14.6
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	14.6
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	14.6
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	14.5
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	14.5
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	14.5
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	14.5
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	14.4
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	14.4
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	14.4
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	14.4
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	14.4
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	14.4
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	14.3
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	14.3
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	14.3
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	14.3
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	14.3
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	14.3
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	14.3
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	14.2
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	14.2
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	14.2
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	14.2
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	14.2
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	14.1
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	14.0
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	14.0
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	14.0
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	14.0
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	14.0
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	14.0
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	13.9
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	13.8
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	13.8
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	13.8
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	13.8
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	13.7
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	13.7
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	13.7
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	13.6
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	13.6
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	13.6
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	13.5
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	13.5
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	13.5
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	13.5
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	13.5
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	13.5
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	13.5
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	13.5
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	13.4
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	13.4
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	13.4
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	13.4
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	13.4
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	13.3
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	13.3
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	13.3
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	13.3
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	13.2
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	13.2
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	13.2
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	13.2
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	13.1
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	13.1
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	13.1
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	13.1
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	13.1
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	13.1
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	13.1
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	13.1
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	13.0
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	13.0
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	13.0
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	13.0
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	13.0
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	13.0
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	13.0
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	12.9
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	12.8
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	12.8
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	12.8
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	12.8
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	12.8
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	12.7
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	12.7
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	12.7
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	12.7
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	12.7
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	12.6
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	12.6
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	12.6
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	12.6
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	12.6
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	12.6
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	12.6
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	12.5
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	12.5
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	12.5
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	12.5
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	12.5
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	12.5
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	12.4
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	12.4
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	12.4
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	12.4
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	12.4
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	12.3
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	12.3
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	12.3
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	12.3
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	12.3
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	12.2
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	12.2
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	12.2
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	12.2
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	12.2
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	12.2
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	12.2
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	12.1
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	12.1
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	12.1
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	12.1
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	12.0
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	12.0
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	12.0
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	12.0
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	12.0
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	12.0
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	11.9
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	11.9
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	11.9
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	11.9
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	11.9
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	11.8
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	11.7
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	11.7
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	11.6
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	11.5
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	11.5
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	11.5
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	11.5
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	11.5
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	11.4
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	11.4
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	11.4
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	11.4
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	11.4
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	11.4
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	11.4
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	11.4
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	11.4
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	11.3
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	11.3
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	11.2
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	11.2
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	11.2
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	11.2
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	11.1
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	11.1
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	11.1
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	11.1
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	11.1
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	11.0
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	11.0
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	10.9
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	10.9
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	10.9
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	10.9
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	10.9
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	10.9
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	10.9
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	10.8
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	10.8
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	10.8
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	10.7
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	10.7
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	10.7
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	10.7
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	10.6
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	10.6
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	10.6
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	10.5
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	10.5
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	10.4
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	10.4
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	10.4
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	10.4
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	10.4
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	10.3
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	10.3
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	10.3
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	10.3
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	10.3
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	10.2
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	10.2
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	10.2
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	10.2
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	10.2
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	10.2
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	10.1
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	10.1
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	10.1
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	10.1
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	10.1
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	10.1
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	10.0
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	10.0
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	10.0
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	9.9
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	9.9
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	9.9
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	9.9
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	9.9
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	9.9
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	9.8
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	9.8
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	9.7
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	9.7
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	9.7
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	9.6
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	9.6
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	9.6
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	9.4
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	9.3
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	9.2
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	9.2
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	9.2
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	9.1
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	9.1
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	9.1
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	9.0
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	9.0
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	9.0
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	9.0
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	8.9
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	8.9
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	8.9
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	8.9
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	8.9
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	8.8
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	8.8
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	8.8
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	8.8
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	8.8
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	8.7
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	8.7
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	8.7
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	8.6
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	8.6
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	8.5
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	8.4
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	8.4
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	8.4
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	8.3
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	8.2
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	8.1
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	8.1
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	8.1
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	8.0
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	8.0
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	8.0
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	8.0
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	7.9
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	7.9
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	7.9
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	7.8
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	7.7
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	7.7
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	7.7
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	7.7
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	7.6
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	7.6
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	7.6
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	7.6
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	7.5
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	7.5
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	7.3
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	7.3
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	7.2
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	7.1
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	7.1
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	7.0
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	7.0
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	6.9
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	6.8
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	6.8
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	6.8
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	6.7
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	6.7
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	6.7
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	6.7
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	6.6
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	6.6
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	6.5
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	6.5
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	6.5
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	6.5
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	6.4
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	6.4
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	6.3
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	6.2
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	6.2
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	6.2
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	6.1
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	6.1
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	6.1
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	5.7
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	5.6
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	5.6
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	5.5
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	5.4
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	5.3
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	5.2
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	5.1
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	5.0
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	5.0
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	4.9
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	4.9
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	4.6
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	4.4
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	4.4
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	4.1
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	4.1
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	4.1
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	3.8
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	3.4
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	3.4
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	2.6
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	1.0
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KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

NUDT15 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 17.29

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

15.1

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	30.4
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	28.5
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	28.5
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	26.2
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	24.0
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	24.0
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	23.2
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	23.1
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	22.8
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	22.2
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	21.3
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	21.0
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	20.6
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	20.3
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	19.9
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	19.8
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	19.7
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	19.5
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	19.4
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	19.2
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	18.8
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	18.8
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	18.6
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	18.3
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	17.8
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	17.4
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	17.3
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	17.3
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	17.1
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	17.0
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	17.0
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	16.9
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	16.7
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	16.4
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	16.4
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	16.3
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	16.2
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	16.2
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	15.9
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	15.8
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	15.8
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	15.7
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	15.6
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	15.4
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	15.3
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	15.3
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	15.0
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	15.0
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	14.8
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	14.8
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	14.8
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	14.5
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	14.5
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	14.4
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	14.1
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	14.0
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	13.9
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	13.9
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	13.7
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	13.7
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	13.6
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	13.6
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	13.3
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	13.2
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	13.1
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	13.1
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	13.1
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	12.9
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	12.8
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	12.6
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	12.5
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	12.3
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	12.3
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	12.3
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	11.6
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	11.0
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	10.9
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	10.9
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	10.7
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	10.6
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	10.5
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	10.4
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	10.3
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	10.2
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	10.1
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	10.0
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	9.6
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	9.5
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	9.5
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	9.4
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	9.3
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	9.3
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	9.1
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	8.6
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	8.3
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	8.1
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	7.2
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	7.1
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	6.6
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	6.2
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KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

NUDT15 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 10.19

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

11.6

Number of samples

282

Samples

Sample	Description	TPM
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	70.6
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	36.9
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	36.4
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	29.1
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	28.8
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	24.9
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	23.8
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	22.5
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	22.1
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	21.7
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	21.6
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	21.5
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	21.0
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	20.9
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	20.7
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	20.6
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	20.5
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	20.5
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	20.2
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	20.2
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	20.0
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	19.7
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	19.2
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	19.0
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	18.4
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	17.5
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	17.4
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	17.2
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	17.2
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	17.2
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	17.1
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	17.1
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	17.1
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	17.1
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	17.1
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	17.1
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	17.0
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	17.0
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	16.9
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	16.9
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	16.8
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	16.7
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	16.7
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	16.6
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	16.6
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	16.5
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	16.3
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	16.2
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	16.2
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	16.1
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	16.0
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	15.8
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	15.8
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	15.8
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	15.7
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	15.6
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	15.6
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	15.5
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	15.5
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	15.5
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	15.5
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	15.4
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	15.3
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	15.2
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	15.1
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	15.1
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	15.0
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	15.0
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	14.9
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	14.7
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	14.6
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	14.6
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	14.5
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	14.4
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	14.3
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	14.3
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	14.0
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	14.0
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	14.0
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	13.9
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	13.9
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	13.7
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	13.5
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	13.5
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	13.5
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	13.4
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	13.4
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	13.3
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	13.3
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	13.2
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	13.2
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	13.2
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	13.1
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	13.1
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	13.0
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	13.0
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	12.9
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	12.9
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	12.8
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	12.7
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	12.7
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	12.6
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	12.6
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	12.5
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	12.5
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	12.4
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	12.4
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	12.3
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	12.3
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	12.2
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	12.2
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	12.1
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	12.1
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	12.1
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	12.1
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	12.0
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	12.0
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	11.9
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	11.8
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	11.8
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	11.7
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	11.6
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	11.6
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	11.4
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	11.4
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	11.4
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	11.4
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	11.3
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	11.3
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	11.3
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	11.2
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	11.2
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	11.2
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	11.1
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	11.1
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	11.1
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	11.0
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	11.0
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	11.0
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	11.0
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	10.9
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	10.9
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	10.8
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	10.7
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	10.7
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	10.7
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	10.6
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	10.6
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	10.6
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	10.6
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	10.6
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	10.6
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	10.4
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	10.4
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	10.4
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	10.4
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	10.2
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	10.1
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	10.1
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	10.1
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	10.1
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	10.1
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	10.0
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	9.9
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	9.8
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	9.8
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	9.7
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	9.7
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	9.6
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	9.6
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	9.6
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	9.5
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	9.5
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	9.4
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	9.4
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	9.4
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	9.3
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	9.2
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	9.2
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	9.1
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	9.1
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	9.1
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	9.0
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	9.0
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	8.9
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	8.9
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	8.9
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	8.9
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	8.8
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	8.8
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	8.8
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	8.7
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	8.7
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	8.7
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	8.6
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	8.4
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	8.4
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	8.3
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	8.3
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	8.0
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	8.0
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	8.0
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	8.0
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	7.9
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	7.9
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	7.8
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	7.8
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	7.8
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	7.7
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	7.7
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	7.7
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	7.7
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	7.6
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	7.6
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	7.5
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	7.5
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	7.5
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	7.5
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	7.5
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	7.4
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	7.4
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	7.4
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	7.2
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	7.2
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	7.1
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	7.1
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	7.1
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	7.1
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	7.1
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	7.1
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	7.0
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	7.0
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	6.9
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	6.9
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	6.8
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	6.7
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	6.6
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	6.6
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	6.6
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	6.5
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	6.5
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	6.4
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	6.4
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	6.2
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	6.2
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	6.2
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	6.1
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	5.8
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	5.7
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	5.7
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	5.7
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	5.6
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	5.5
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	5.4
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	5.4
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	5.4
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	5.4
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	5.4
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	5.4
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	5.4
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	5.3
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	5.3
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	5.2
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	5.1
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	4.8
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	4.7
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	4.7
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	4.6
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	4.5
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	4.4
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	4.2
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	4.1
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	3.8
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	3.5
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	3.5
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	3.3
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	2.9
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	2.9
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	2.9
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	2.5
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	0.0
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	0.0
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

Sample ID	Sample type	nRPX
CPT0000640003	Tumor	1.1
CPT0006440003	Tumor	1.0
CPT0078830003	Tumor	0.9
CPT0012900004	Tumor	0.9
CPT0012370003	Tumor	0.8
CPT0026410003	Tumor	0.8
CPT0006630003	Tumor	0.8
CPT0078510003	Tumor	0.8
CPT0077110003	Tumor	0.8
CPT0079180003	Tumor	0.7
CPT0000780007	Tumor	0.7
CPT0019130003	Tumor	0.7
CPT0010160003	Tumor	0.7
CPT0088900003	Tumor	0.7
CPT0007320003	Tumor	0.7
CPT0065930003	Tumor	0.7
CPT0086030003	Tumor	0.6
CPT0064370003	Tumor	0.6
CPT0009000003	Tumor	0.6
CPT0089460004	Tumor	0.6
CPT0014370004	Tumor	0.5
CPT0011240003	Tumor	0.5
CPT0006900003	Tumor	0.5
CPT0077490003	Tumor	0.5
CPT0078930003	Tumor	0.4
CPT0025350003	Tumor	0.4
CPT0025110003	Tumor	0.4
CPT0021240003	Tumor	0.4
CPT0079300001	Normal	0.4
CPT0081880003	Tumor	0.4
CPT0078660003	Tumor	0.4
CPT0014450004	Tumor	0.4
CPT0009060003	Tumor	0.4
CPT0065810003	Tumor	0.4
CPT0012080003	Tumor	0.4
CPT0012570003	Normal	0.4
CPT0025290003	Tumor	0.4
CPT0069000003	Tumor	0.3
CPT0007870001	Normal	0.3
CPT0000870016	Tumor	0.3
CPT0065750003	Tumor	0.3
CPT0015810003	Tumor	0.3
CPT0009020003	Normal	0.3
CPT0092790003	Tumor	0.3
CPT0001500009	Tumor	0.3
CPT0012550003	Tumor	0.3
CPT0001230001	Normal	0.3
CPT0089020003	Tumor	0.3
CPT0019160001	Normal	0.3
CPT0012640003	Normal	0.3
CPT0000790001	Normal	0.2
CPT0078990003	Tumor	0.2
CPT0007470001	Normal	0.2
CPT0001220008	Tumor	0.2
CPT0065690003	Tumor	0.2
CPT0064400001	Normal	0.2
CPT0012670003	Tumor	0.2
CPT0092160003	Tumor	0.2
CPT0087040003	Tumor	0.2
CPT0025580004	Tumor	0.2
CPT0025050003	Tumor	0.2
CPT0085670003	Tumor	0.2
CPT0088970003	Tumor	0.2
CPT0079510001	Normal	0.2
CPT0025230003	Tumor	0.2
CPT0063320003	Tumor	0.1
CPT0023690003	Tumor	0.1
CPT0086890003	Normal	0.1
CPT0079410003	Tumor	0.1
CPT0065870003	Tumor	0.1
CPT0012770003	Normal	0.1
CPT0009080003	Normal	0.1
CPT0078670001	Normal	0.1
CPT0026420001	Normal	0.1
CPT0015730003	Tumor	0.1
CPT0019990003	Tumor	0.1
CPT0007860003	Tumor	0.1
CPT0088500001	Normal	0.1
CPT0075720003	Tumor	0.1
CPT0079480003	Tumor	0.1
CPT0086870003	Tumor	0.1
CPT0002370001	Normal	0.1
CPT0078530001	Normal	0.1
CPT0006730001	Normal	0.1
CPT0010120001	Normal	0.1
CPT0088760003	Tumor	0.1
CPT0001510001	Normal	0.0
CPT0065450001	Normal	0.0
CPT0092800003	Normal	0.0
CPT0079000001	Normal	0.0
CPT0001260009	Tumor	0.0
CPT0077310003	Tumor	0.0
CPT0023710001	Normal	0.0
CPT0014470001	Normal	0.0
CPT0079270003	Tumor	0.0
CPT0025920001	Normal	0.0
CPT0024680001	Normal	0.0
CPT0077500001	Normal	0.0
CPT0011410003	Tumor	0.0
CPT0025060001	Normal	0.0
CPT0082010001	Normal	0.0
CPT0086370003	Normal	0.0
CPT0079380003	Tumor	0.0
CPT0092310003	Normal	0.0
CPT0014350001	Normal	0.0
CPT0010170001	Normal	0.0
CPT0001550001	Normal	0.0
CPT0012090003	Normal	0.0
CPT0002270011	Tumor	-0.1
CPT0088780001	Normal	-0.1
CPT0063330001	Normal	-0.1
CPT0092190003	Normal	-0.1
CPT0012920003	Normal	-0.1
CPT0088710001	Normal	-0.1
CPT0092290003	Tumor	-0.1
CPT0013790003	Normal	-0.1
CPT0014130001	Normal	-0.1
CPT0024670003	Tumor	-0.1
CPT0087050003	Normal	-0.1
CPT0069010001	Normal	-0.1
CPT0017410003	Tumor	-0.1
CPT0077140001	Normal	-0.1
CPT0012280003	Tumor	-0.1
CPT0025170003	Tumor	-0.1
CPT0023360001	Normal	-0.1
CPT0081990003	Tumor	-0.1
CPT0086970003	Normal	-0.1
CPT0020020001	Normal	-0.1
CPT0086830003	Normal	-0.1
CPT0079430001	Normal	-0.2
CPT0063640001	Normal	-0.2
CPT0078940001	Normal	-0.2
CPT0088920001	Normal	-0.2
CPT0078840001	Normal	-0.2
CPT0065430003	Tumor	-0.2
CPT0092730003	Tumor	-0.2
CPT0088640003	Normal	-0.2
CPT0020130001	Normal	-0.2
CPT0066480003	Tumor	-0.2
CPT0001540009	Tumor	-0.2
CPT0088480003	Tumor	-0.2
CPT0000890001	Normal	-0.2
CPT0066520001	Normal	-0.2
CPT0088570001	Normal	-0.2
CPT0065820001	Normal	-0.2
CPT0092740003	Normal	-0.2
CPT0075130003	Tumor	-0.2
CPT0069190001	Normal	-0.2
CPT0069160003	Tumor	-0.2
CPT0071150004	Tumor	-0.3
CPT0089480003	Normal	-0.3
CPT0086360003	Tumor	-0.3
CPT0010110003	Tumor	-0.3
CPT0075560003	Tumor	-0.3
CPT0088630003	Tumor	-0.3
CPT0006530001	Normal	-0.3
CPT0066470004	Tumor	-0.3
CPT0020120003	Tumor	-0.3
CPT0015910003	Tumor	-0.3
CPT0025610001	Normal	-0.3
CPT0018250001	Normal	-0.3
CPT0012290003	Normal	-0.3
CPT0089040001	Normal	-0.3
CPT0063630003	Tumor	-0.3
CPT0000660001	Normal	-0.4
CPT0076350001	Normal	-0.4
CPT0001350001	Normal	-0.4
CPT0075570001	Normal	-0.4
CPT0001190001	Normal	-0.4
CPT0017450001	Normal	-0.4
CPT0079230003	Tumor	-0.5
CPT0084560003	Tumor	-0.5
CPT0081620001	Normal	-0.5
CPT0084590001	Normal	-0.5
CPT0014160003	Tumor	-0.5
CPT0077320001	Normal	-0.5
CPT0075170001	Normal	-0.6
CPT0086950003	Tumor	-0.6
CPT0006950001	Normal	-0.6
CPT0088690003	Tumor	-0.6
CPT0066430001	Normal	-0.6
CPT0017850003	Tumor	-0.6
CPT0081600003	Tumor	-0.6
CPT0001270001	Normal	-0.7
CPT0076330003	Tumor	-0.8
CPT0078800003	Tumor	-0.8
CPT0001340003	Tumor	-0.8
CPT0002350011	Tumor	-0.9
CPT0025880003	Tumor	-0.9
CPT0023350003	Tumor	-0.9
CPT0012180003	Tumor	-0.9
CPT0086820003	Tumor	-1.0
CPT0001180009	Tumor	-1.1
CPT0088550004	Tumor	-1.2
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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 HPA038969
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
Carcinoma, NOS
Adenocarcinoma, NOS