Expression of RRAGD 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

RRAGD is not prognostic in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 59.28

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

44.6

Number of samples

Samples

Sample	Description	TPM
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	141.0
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	101.6
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	85.9
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	81.9
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	80.7
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	80.6
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	78.9
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	76.8
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	74.4
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	68.6
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	68.2
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	65.8
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	64.6
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	59.4
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	59.2
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	57.6
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	56.4
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	54.2
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	52.3
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	52.1
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	50.4
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	49.4
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	48.3
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	47.3
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	47.3
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	47.2
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	45.8
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	44.3
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	43.2
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	42.7
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	40.0
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	39.6
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	39.1
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	38.9
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	38.0
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	37.7
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	35.4
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	34.8
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	34.1
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	32.8
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	31.9
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	31.7
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	30.1
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	29.9
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	29.4
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	28.9
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	28.2
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	28.2
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	27.3
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	25.8
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	25.8
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	25.4
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	24.4
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	24.2
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	22.6
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	21.6
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	21.1
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	20.4
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	20.1
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	19.0
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	18.1
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	18.1
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	10.6
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	0.5
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KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

RRAGD is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 15.53

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

16.8

Number of samples

521

Samples

Sample	Description	TPM
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	200.1
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	193.8
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	69.9
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	68.2
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	62.0
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	59.8
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	54.6
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	54.3
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	54.1
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	53.2
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	51.0
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	49.3
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	48.2
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	44.7
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	41.3
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	39.3
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	38.8
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	38.7
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	38.3
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	38.3
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	38.1
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	37.4
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	37.1
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	36.6
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	36.5
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	36.0
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	35.9
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	35.5
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	35.4
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	34.6
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	34.3
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	33.0
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	33.0
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	32.5
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	32.4
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	32.3
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	32.2
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	31.9
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	31.8
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	31.6
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	31.3
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	31.2
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	31.0
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	31.0
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	30.8
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	30.6
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	30.2
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	29.9
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	29.8
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	29.6
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	29.2
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	29.1
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	29.1
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	29.0
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	29.0
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	28.8
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	28.8
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	28.6
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	28.1
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	28.1
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	28.0
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	28.0
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	28.0
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	27.7
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	27.6
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	27.5
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	27.5
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	27.4
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	27.3
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	27.1
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	27.1
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	27.1
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	27.0
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	27.0
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	26.9
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	26.8
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	26.8
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	26.8
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	26.7
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	26.6
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	26.4
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	26.4
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	26.2
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	26.2
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	25.9
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	25.8
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	25.7
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	25.6
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	25.5
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	25.5
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	25.4
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	25.3
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	25.3
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	25.3
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	25.2
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	25.1
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	25.0
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	25.0
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	24.9
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	24.6
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	24.5
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	24.5
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	24.4
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	24.2
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	24.1
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	24.1
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	24.1
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	23.9
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	23.8
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	23.7
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	23.7
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	23.6
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	23.5
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	23.4
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	23.4
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	23.3
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	23.2
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	23.2
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	23.2
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	23.1
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	22.8
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	22.8
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	22.8
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	22.7
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	22.7
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	22.6
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	22.6
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	22.5
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	22.5
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	22.4
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	22.2
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	22.2
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	22.1
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	22.1
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	22.0
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	21.9
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	21.9
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	21.9
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	21.6
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	21.5
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	21.4
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	21.4
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	21.3
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	21.1
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	21.1
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	21.0
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	21.0
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	21.0
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	20.9
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	20.8
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	20.7
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	20.7
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	20.7
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	20.6
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	20.6
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	20.6
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	20.4
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	20.4
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	20.2
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	20.2
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	20.1
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	20.0
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	20.0
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	20.0
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	19.9
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	19.9
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	19.9
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	19.8
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	19.7
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	19.6
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	19.6
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	19.6
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	19.5
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	19.4
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	19.4
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	19.3
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	19.2
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	18.9
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	18.8
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	18.7
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	18.7
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	18.7
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	18.4
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	18.4
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	18.4
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	18.4
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	18.3
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	18.2
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	18.2
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	18.1
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	18.0
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	17.9
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	17.8
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	17.8
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	17.7
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	17.5
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	17.4
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	17.4
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	17.4
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	17.3
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	17.3
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	17.2
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	17.1
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	17.0
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	17.0
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	16.9
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	16.8
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	16.7
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	16.7
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	16.7
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	16.7
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	16.7
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	16.6
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	16.6
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	16.5
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	16.5
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	16.5
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	16.2
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	16.2
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	16.1
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	16.0
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	16.0
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	15.9
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	15.8
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	15.7
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	15.7
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	15.6
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	15.5
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	15.5
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	15.4
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	15.4
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	15.3
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	15.3
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	15.1
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	15.1
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	15.1
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	14.8
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	14.8
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	14.8
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	14.7
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	14.6
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	14.6
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	14.5
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	14.4
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	14.2
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	14.1
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	14.1
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	14.1
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	14.0
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	14.0
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	14.0
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	14.0
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	14.0
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	14.0
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	14.0
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	14.0
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	13.9
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	13.9
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	13.8
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	13.8
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	13.8
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	13.7
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	13.5
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	13.5
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	13.5
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	13.4
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	13.4
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	13.3
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	13.3
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	13.2
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	13.2
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	13.1
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	13.0
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	13.0
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	12.9
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	12.9
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	12.9
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	12.8
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	12.8
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	12.7
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	12.7
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	12.7
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	12.7
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	12.6
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	12.6
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	12.6
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	12.6
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	12.5
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	12.5
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	12.5
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	12.4
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	12.4
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	12.4
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	12.3
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	12.3
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	12.3
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	12.1
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	12.1
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	11.9
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	11.9
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	11.9
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	11.9
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	11.8
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	11.8
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	11.7
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	11.7
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	11.7
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	11.7
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	11.7
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	11.6
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	11.5
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	11.5
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	11.5
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	11.3
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	11.3
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	11.3
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	11.2
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	11.2
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	11.2
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	11.2
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	11.2
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	11.1
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	11.1
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	11.1
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	11.1
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	11.0
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	11.0
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	11.0
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	10.9
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	10.9
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	10.8
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	10.8
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	10.7
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	10.7
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	10.6
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	10.6
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	10.6
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	10.6
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	10.5
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	10.5
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	10.3
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	10.3
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	10.3
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	10.3
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	10.2
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	10.1
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	10.1
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	10.0
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	10.0
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	9.9
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	9.9
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	9.9
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	9.7
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	9.7
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	9.7
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	9.7
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	9.6
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	9.5
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	9.5
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	9.5
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	9.5
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	9.5
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	9.4
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	9.4
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	9.3
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	9.3
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	9.3
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	9.2
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	9.2
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	9.2
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	9.2
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	9.2
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	9.1
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	9.1
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	9.0
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	9.0
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	9.0
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	8.9
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	8.9
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	8.9
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	8.8
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	8.8
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	8.8
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	8.8
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	8.7
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	8.7
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	8.7
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	8.7
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	8.7
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	8.6
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	8.5
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	8.5
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	8.5
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	8.5
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	8.3
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	8.3
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	8.3
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	8.2
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	8.0
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	8.0
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	8.0
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	7.9
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	7.9
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	7.9
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	7.7
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	7.7
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	7.7
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	7.7
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	7.7
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	7.6
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	7.5
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	7.5
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	7.4
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	7.4
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	7.4
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	7.4
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	7.4
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	7.3
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	7.3
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	7.3
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	7.1
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	7.1
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	7.1
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	6.9
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	6.8
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	6.8
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	6.7
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	6.7
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	6.7
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	6.6
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	6.6
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	6.5
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	6.5
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	6.5
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	6.4
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	6.4
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	6.4
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	6.4
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	6.3
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	6.3
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	6.3
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	6.3
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	6.2
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	6.2
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	6.1
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	6.1
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	6.1
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	6.0
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	5.9
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	5.9
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	5.8
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	5.8
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	5.7
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	5.7
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	5.6
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	5.6
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	5.6
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	5.5
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	5.4
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	5.4
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	5.3
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	5.3
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	5.2
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	5.1
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	5.0
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	5.0
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	4.9
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	4.9
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	4.8
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	4.8
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	4.6
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	4.6
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	4.6
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	4.5
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	4.5
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	4.5
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	4.5
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	4.3
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	4.3
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	4.3
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	4.0
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	4.0
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	3.9
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	3.9
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	3.8
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	3.7
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	3.7
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	3.5
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	3.5
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	3.5
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	3.4
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	3.3
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	3.2
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	3.1
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	3.1
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	3.1
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	3.0
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	2.9
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	2.9
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	2.7
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	2.6
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	2.6
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	2.4
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	2.3
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	2.3
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	2.3
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	2.2
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	2.2
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	2.1
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	2.1
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	2.0
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	2.0
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	1.9
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	1.9
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	1.9
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	1.8
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	1.6
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	1.6
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	1.5
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	1.5
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	1.3
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KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

RRAGD is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 12.2

Median expressionⁱ : N/A

Median follow up timeⁱ : N/A

P scoreⁱ N/A

5-year survival highⁱ N/A

5-year survival lowⁱ N/A

TCGA RNA samplesⁱ

Average TPM

20.2

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	91.1
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	49.9
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	45.7
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	36.0
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	35.0
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	33.3
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	33.0
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	32.2
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	31.9
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	31.8
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	31.7
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	31.1
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	30.7
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	30.5
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	30.2
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	29.7
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	29.5
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	29.4
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	29.2
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	29.0
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	28.9
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	28.4
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	28.2
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	27.7
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	27.2
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	26.9
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	26.6
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	26.4
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	26.2
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	26.2
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	26.0
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	25.0
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	24.0
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	23.6
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	23.4
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	23.2
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	23.0
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	23.0
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	22.7
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	22.6
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	22.4
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	22.4
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	22.3
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	22.1
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	22.1
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	21.9
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	20.6
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	20.6
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	20.5
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	20.4
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	20.0
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	19.6
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	19.4
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	19.4
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	18.9
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	18.7
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	18.5
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	18.4
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	18.2
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	17.4
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	17.4
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	16.9
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	16.9
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	16.3
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	16.1
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	15.4
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	15.2
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	15.0
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	14.5
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	14.4
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	13.4
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	13.2
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	12.6
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	11.8
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	10.7
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	10.5
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	10.4
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	10.1
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	10.1
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	10.0
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	9.6
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	9.5
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	9.4
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	9.2
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	9.1
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	8.2
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	7.2
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	6.6
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	6.0
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	5.9
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	5.9
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	5.6
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	4.8
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	4.7
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	4.4
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	4.1
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	3.7
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	3.7
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	3.1
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	2.4
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KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 16.7

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

17.7

Number of samples

282

Samples

Sample	Description	TPM
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	124.3
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	88.5
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	86.4
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	67.3
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	67.0
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	55.3
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	48.0
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	46.5
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	44.4
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	44.3
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	44.0
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	42.7
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	41.9
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	40.7
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	39.5
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	39.0
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	36.3
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	34.8
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	33.4
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	32.2
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	31.5
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	31.2
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	30.7
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	30.6
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	30.1
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	29.7
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	28.9
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	28.7
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	28.7
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	28.6
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	28.3
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	28.3
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	28.3
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	28.1
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	28.1
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	27.6
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	27.6
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	27.1
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	26.9
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	26.5
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	26.1
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	26.0
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	25.9
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	25.9
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	25.8
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	25.6
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	25.4
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	25.3
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	25.1
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	24.8
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	24.4
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	24.2
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	24.2
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	24.1
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	24.0
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	23.8
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	23.8
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	23.5
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	23.4
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	23.4
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	23.3
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	23.1
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	22.8
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	22.3
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	22.2
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	22.1
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	22.1
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	21.9
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	21.9
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	21.8
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	21.7
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	21.7
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	21.7
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	21.6
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	21.6
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	21.3
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	21.2
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	21.2
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	21.1
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	20.8
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	20.5
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	20.1
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	19.9
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	19.6
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	19.5
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	19.4
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	19.4
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	19.1
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	19.0
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	18.7
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	18.6
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	18.6
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	18.4
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	18.4
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	18.3
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	18.2
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	18.2
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	18.2
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	18.2
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	17.8
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	17.7
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	17.7
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	17.6
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	17.5
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	17.5
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	17.5
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	17.4
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	17.4
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	17.4
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	17.2
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	17.1
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	17.1
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	16.9
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	16.9
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	16.7
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	16.7
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	16.7
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	16.7
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	16.6
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	16.5
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	16.5
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	16.5
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	16.5
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	16.5
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	16.4
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	16.4
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	16.2
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	16.2
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	16.2
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	16.2
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	15.9
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	15.9
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	15.9
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	15.8
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	15.8
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	15.6
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	15.6
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	15.6
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	15.5
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	15.5
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	15.5
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	15.4
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	15.4
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	15.2
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	15.2
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	14.8
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	14.7
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	14.6
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	14.5
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	14.3
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	14.3
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	14.3
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	14.2
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	14.2
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	14.2
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	14.1
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	14.0
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	13.9
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	13.9
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	13.9
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	13.8
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	13.8
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	13.7
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	13.7
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	13.5
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	13.5
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	13.5
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	13.4
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	13.4
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	13.2
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	13.2
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	13.2
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	13.0
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	13.0
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	12.9
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	12.9
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	12.8
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	12.6
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	12.4
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	12.4
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	12.4
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	12.3
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	12.3
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	12.3
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	12.3
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	12.2
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	12.0
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	12.0
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	11.9
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	11.7
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	11.6
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	11.6
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	11.6
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	11.6
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	11.5
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	11.5
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	11.5
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	11.4
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	11.3
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	11.3
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	11.3
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	11.2
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	11.2
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	10.9
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	10.9
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	10.7
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	10.7
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	10.6
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	10.6
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	10.5
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	10.5
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	10.5
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	10.2
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	10.2
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	10.1
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	10.0
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	10.0
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	9.9
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	9.9
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	9.9
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	9.8
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	9.8
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	9.6
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	9.6
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	9.5
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	9.5
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	9.4
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	9.2
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	9.0
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	8.9
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	8.8
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	8.8
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	8.7
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	8.6
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	8.6
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	8.5
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	8.4
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	8.4
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	8.0
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	7.8
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	7.8
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	7.7
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	7.6
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	7.6
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	7.4
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	7.0
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	7.0
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	6.8
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	6.7
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	6.6
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	6.4
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	6.3
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	6.3
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	6.2
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	6.1
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	6.1
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	5.9
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	5.9
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	5.9
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	5.8
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	5.8
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	5.4
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	5.2
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	5.1
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	5.0
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	4.9
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	4.8
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	4.3
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	4.3
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	4.2
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	4.0
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	3.8
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	3.7
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	3.6
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	3.5
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	3.5
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	3.4
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	2.9
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	2.0
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	1.0
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	0.5
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	0.0
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

Sample ID	Sample type	nRPX
CPT0088970003	Tumor	2.0
CPT0079180003	Tumor	1.2
CPT0002270011	Tumor	1.2
CPT0078800003	Tumor	1.0
CPT0078660003	Tumor	0.8
CPT0001340003	Tumor	0.7
CPT0088550004	Tumor	0.7
CPT0086950003	Tumor	0.6
CPT0001180009	Tumor	0.6
CPT0088480003	Tumor	0.5
CPT0012090003	Normal	0.5
CPT0009080003	Normal	0.5
CPT0010110003	Tumor	0.4
CPT0012280003	Tumor	0.4
CPT0026420001	Normal	0.4
CPT0025060001	Normal	0.3
CPT0009060003	Tumor	0.3
CPT0077110003	Tumor	0.3
CPT0024670003	Tumor	0.3
CPT0092800003	Normal	0.3
CPT0012570003	Normal	0.3
CPT0088920001	Normal	0.3
CPT0001350001	Normal	0.3
CPT0076350001	Normal	0.3
CPT0015810003	Tumor	0.3
CPT0012920003	Normal	0.3
CPT0017450001	Normal	0.3
CPT0012370003	Tumor	0.3
CPT0014160003	Tumor	0.3
CPT0000790001	Normal	0.3
CPT0018250001	Normal	0.3
CPT0007320003	Tumor	0.3
CPT0024680001	Normal	0.3
CPT0079430001	Normal	0.3
CPT0078990003	Tumor	0.3
CPT0086820003	Tumor	0.2
CPT0006730001	Normal	0.2
CPT0012640003	Normal	0.2
CPT0078830003	Tumor	0.2
CPT0012290003	Normal	0.2
CPT0012770003	Normal	0.2
CPT0065450001	Normal	0.2
CPT0014450004	Tumor	0.2
CPT0023350003	Tumor	0.2
CPT0012180003	Tumor	0.2
CPT0014350001	Normal	0.2
CPT0078670001	Normal	0.2
CPT0023360001	Normal	0.2
CPT0010170001	Normal	0.2
CPT0009020003	Normal	0.2
CPT0019130003	Tumor	0.2
CPT0026410003	Tumor	0.2
CPT0017410003	Tumor	0.2
CPT0078840001	Normal	0.2
CPT0001190001	Normal	0.2
CPT0092310003	Normal	0.2
CPT0086870003	Tumor	0.2
CPT0012080003	Tumor	0.2
CPT0079480003	Tumor	0.2
CPT0001540009	Tumor	0.2
CPT0079410003	Tumor	0.1
CPT0079000001	Normal	0.1
CPT0014470001	Normal	0.1
CPT0092160003	Tumor	0.1
CPT0086970003	Normal	0.1
CPT0086360003	Tumor	0.1
CPT0023710001	Normal	0.1
CPT0087050003	Normal	0.1
CPT0088500001	Normal	0.1
CPT0000640003	Tumor	0.1
CPT0065810003	Tumor	0.1
CPT0065430003	Tumor	0.1
CPT0063330001	Normal	0.1
CPT0011240003	Tumor	0.1
CPT0075570001	Normal	0.1
CPT0082010001	Normal	0.1
CPT0088710001	Normal	0.1
CPT0020120003	Tumor	0.1
CPT0092740003	Normal	0.1
CPT0006950001	Normal	0.1
CPT0065930003	Tumor	0.1
CPT0089040001	Normal	0.1
CPT0009000003	Tumor	0.1
CPT0077140001	Normal	0.1
CPT0078940001	Normal	0.1
CPT0000870016	Tumor	0.1
CPT0086890003	Normal	0.0
CPT0025610001	Normal	0.0
CPT0014370004	Tumor	0.0
CPT0020130001	Normal	0.0
CPT0001220008	Tumor	0.0
CPT0077490003	Tumor	0.0
CPT0088900003	Tumor	0.0
CPT0071150004	Tumor	0.0
CPT0025050003	Tumor	0.0
CPT0078530001	Normal	0.0
CPT0065750003	Tumor	0.0
CPT0086030003	Tumor	0.0
CPT0001550001	Normal	0.0
CPT0001500009	Tumor	0.0
CPT0013790003	Normal	0.0
CPT0025880003	Tumor	0.0
CPT0069190001	Normal	0.0
CPT0014130001	Normal	0.0
CPT0075560003	Tumor	0.0
CPT0007870001	Normal	0.0
CPT0081620001	Normal	0.0
CPT0064370003	Tumor	0.0
CPT0092290003	Tumor	0.0
CPT0065820001	Normal	0.0
CPT0086830003	Normal	0.0
CPT0064400001	Normal	0.0
CPT0089480003	Normal	0.0
CPT0088780001	Normal	0.0
CPT0075130003	Tumor	0.0
CPT0012550003	Tumor	0.0
CPT0001260009	Tumor	0.0
CPT0025920001	Normal	0.0
CPT0088570001	Normal	0.0
CPT0066430001	Normal	0.0
CPT0000660001	Normal	0.0
CPT0006440003	Tumor	0.0
CPT0077500001	Normal	0.0
CPT0063640001	Normal	0.0
CPT0000890001	Normal	-0.1
CPT0084590001	Normal	-0.1
CPT0086370003	Normal	-0.1
CPT0001510001	Normal	-0.1
CPT0002370001	Normal	-0.1
CPT0079510001	Normal	-0.1
CPT0007470001	Normal	-0.1
CPT0001270001	Normal	-0.1
CPT0025580004	Tumor	-0.1
CPT0069010001	Normal	-0.1
CPT0066520001	Normal	-0.1
CPT0006900003	Tumor	-0.1
CPT0077310003	Tumor	-0.1
CPT0001230001	Normal	-0.1
CPT0010120001	Normal	-0.1
CPT0006630003	Tumor	-0.1
CPT0019160001	Normal	-0.1
CPT0075170001	Normal	-0.1
CPT0084560003	Tumor	-0.1
CPT0025350003	Tumor	-0.1
CPT0085670003	Tumor	-0.1
CPT0020020001	Normal	-0.1
CPT0079380003	Tumor	-0.1
CPT0025290003	Tumor	-0.1
CPT0015730003	Tumor	-0.1
CPT0088640003	Normal	-0.1
CPT0079300001	Normal	-0.1
CPT0012670003	Tumor	-0.1
CPT0025230003	Tumor	-0.2
CPT0010160003	Tumor	-0.2
CPT0012900004	Tumor	-0.2
CPT0076330003	Tumor	-0.2
CPT0075720003	Tumor	-0.2
CPT0006530001	Normal	-0.2
CPT0000780007	Tumor	-0.2
CPT0079230003	Tumor	-0.2
CPT0077320001	Normal	-0.2
CPT0092730003	Tumor	-0.2
CPT0063320003	Tumor	-0.2
CPT0088630003	Tumor	-0.2
CPT0081600003	Tumor	-0.2
CPT0081880003	Tumor	-0.2
CPT0079270003	Tumor	-0.3
CPT0081990003	Tumor	-0.3
CPT0025170003	Tumor	-0.3
CPT0069000003	Tumor	-0.3
CPT0089020003	Tumor	-0.3
CPT0011410003	Tumor	-0.3
CPT0021240003	Tumor	-0.3
CPT0087040003	Tumor	-0.3
CPT0017850003	Tumor	-0.3
CPT0066480003	Tumor	-0.3
CPT0023690003	Tumor	-0.3
CPT0078930003	Tumor	-0.3
CPT0092790003	Tumor	-0.3
CPT0089460004	Tumor	-0.4
CPT0025110003	Tumor	-0.4
CPT0065870003	Tumor	-0.4
CPT0019990003	Tumor	-0.4
CPT0065690003	Tumor	-0.4
CPT0092190003	Normal	-0.4
CPT0066470004	Tumor	-0.4
CPT0078510003	Tumor	-0.5
CPT0063630003	Tumor	-0.5
CPT0015910003	Tumor	-0.5
CPT0007860003	Tumor	-0.6
CPT0002350011	Tumor	-0.6
CPT0088760003	Tumor	-0.6
CPT0088690003	Tumor	-0.7
CPT0069160003	Tumor	-0.8
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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 HPA068664
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