Expression of GPC4 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

GPC4 is not prognostic in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 14

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

10.1

Number of samples

Samples

Sample	Description	TPM
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	45.2
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	32.4
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	31.7
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	28.9
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	27.4
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	27.2
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	24.9
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	22.9
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	22.9
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	22.3
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	22.2
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	21.7
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	20.7
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	20.2
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	16.9
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	16.7
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	16.0
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	16.0
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	14.2
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	13.8
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	13.4
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	13.2
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	11.9
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	11.7
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	11.2
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	10.6
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	9.8
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	8.3
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	7.8
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	7.5
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	6.7
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	6.7
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	6.4
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	5.6
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	4.8
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	4.7
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	4.7
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	4.6
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	4.6
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	4.6
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	3.9
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	3.2
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	2.9
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	2.6
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	2.2
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	1.9
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	1.8
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	1.7
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	1.6
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	1.3
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	1.1
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	1.1
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	1.0
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	0.8
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	0.7
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	0.5
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	0.4
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	0.2
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	0.2
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	0.2
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	0.1
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	0.1
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	0.0
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	0.0
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KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

GPC4 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 6.56

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

14.6

Number of samples

521

Samples

Sample	Description	TPM
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	142.2
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	120.0
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	85.2
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	80.9
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	75.0
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	66.7
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	64.5
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	61.6
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	60.3
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	58.8
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	55.8
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	54.3
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	53.6
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	53.4
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	47.1
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	46.1
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	45.3
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	44.6
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	41.0
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	40.5
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	40.0
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	39.2
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	38.7
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	38.2
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	36.7
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	36.6
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	36.5
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	36.5
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	36.1
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	35.7
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	33.8
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	33.5
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	33.5
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	33.2
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	33.2
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	32.9
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	32.9
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	32.9
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	32.6
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	32.5
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	31.8
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	31.2
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	30.7
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	30.6
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	29.4
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	29.4
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	28.7
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	28.2
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	28.1
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	27.8
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	27.7
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	27.5
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	27.4
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	27.3
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	27.3
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	27.1
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	27.0
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	26.9
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	26.7
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	26.6
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	26.5
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	26.1
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	25.9
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	25.9
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	25.9
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	25.6
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	25.5
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	25.3
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	25.3
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	25.2
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	25.2
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	25.1
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	24.9
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	24.7
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	24.7
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	24.6
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	24.4
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	24.4
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	24.4
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	24.3
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	24.1
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	24.0
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	23.9
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	23.8
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	23.6
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	23.4
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	23.3
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	23.2
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	23.1
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	22.9
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	22.8
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	22.8
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	22.6
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	22.4
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	22.4
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	22.2
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	22.1
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	22.0
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	21.9
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	21.8
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	21.6
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	21.2
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	21.2
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	21.2
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	21.1
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	21.0
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	21.0
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	20.9
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	20.8
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	20.8
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	20.5
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	20.5
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	20.3
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	20.3
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	20.3
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	20.2
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	20.1
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	20.0
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	20.0
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	19.9
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	19.8
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	19.8
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	19.8
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	19.7
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	19.6
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	19.4
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	19.3
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	19.3
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	19.2
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	19.2
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	19.2
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	19.0
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	19.0
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	19.0
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	18.9
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	18.8
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	18.7
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	18.6
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	18.6
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	18.5
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	18.3
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	18.3
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	18.0
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	17.9
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	17.9
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	17.7
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	17.7
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	17.6
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	17.5
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	17.5
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	17.4
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	17.2
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	17.2
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	17.1
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	17.0
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	17.0
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	16.8
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	16.7
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	16.7
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	16.7
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	16.5
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	16.5
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	16.0
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	15.8
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	15.8
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	15.6
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	15.6
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	15.5
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	15.5
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	15.5
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	15.4
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	15.4
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	15.4
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	15.3
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	15.2
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	15.2
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	15.1
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	14.9
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	14.9
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	14.8
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	14.8
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	14.7
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	14.6
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	14.4
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	14.4
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	14.4
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	14.4
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	14.4
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	14.3
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	14.3
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	14.2
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	14.2
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	14.2
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	14.1
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	14.1
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	14.1
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	14.0
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	13.9
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	13.9
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	13.9
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	13.9
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	13.8
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	13.8
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	13.8
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	13.7
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	13.7
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	13.6
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	13.6
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	13.5
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	13.5
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	13.5
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	13.5
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	13.4
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	13.3
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	13.2
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	13.2
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	13.1
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	13.1
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	13.1
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	13.0
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	12.9
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	12.9
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	12.8
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	12.8
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	12.7
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	12.6
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	12.6
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	12.6
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	12.6
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	12.6
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	12.6
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	12.5
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	12.4
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	12.4
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	12.4
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	12.3
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	12.3
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	12.3
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	12.3
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	12.2
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	12.2
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	12.2
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	12.1
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	12.1
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	12.1
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	12.1
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	12.1
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	12.1
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	12.0
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	12.0
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	12.0
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	12.0
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	12.0
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	12.0
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	11.9
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	11.9
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	11.9
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	11.8
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	11.7
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	11.5
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	11.5
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	11.5
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	11.5
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	11.5
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	11.5
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	11.4
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	11.2
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	11.2
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	11.1
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	11.1
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	11.1
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	11.0
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	11.0
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	11.0
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	10.9
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	10.9
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	10.9
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	10.9
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	10.9
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	10.8
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	10.8
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	10.8
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	10.8
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	10.7
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	10.7
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	10.6
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	10.5
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	10.4
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	10.3
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	10.3
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	10.3
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	10.3
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	10.3
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	10.2
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	10.0
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	10.0
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	10.0
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	10.0
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	9.9
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	9.9
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	9.9
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	9.8
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	9.8
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	9.6
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	9.6
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	9.6
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	9.5
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	9.5
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	9.5
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	9.5
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	9.4
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	9.4
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	9.3
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	9.3
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	9.2
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	9.1
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	9.1
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	9.1
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	9.0
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	9.0
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	8.8
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	8.8
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	8.8
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	8.7
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	8.7
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	8.7
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	8.6
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	8.5
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	8.5
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	8.5
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	8.5
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	8.5
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	8.5
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	8.5
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	8.5
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	8.5
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	8.4
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	8.3
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	8.3
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	8.3
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	8.2
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	8.2
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	8.2
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	8.1
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	8.0
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	8.0
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	8.0
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	8.0
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	7.9
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	7.8
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	7.8
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	7.7
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	7.7
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	7.7
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	7.7
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	7.6
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	7.5
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	7.5
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	7.5
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	7.5
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	7.5
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	7.5
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	7.4
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	7.4
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	7.3
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	7.3
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	7.3
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	7.3
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	7.3
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	7.2
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	7.2
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	7.1
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	7.1
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	7.1
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	7.0
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	6.9
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	6.9
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	6.9
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	6.9
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	6.8
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	6.8
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	6.8
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	6.8
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	6.8
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	6.7
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	6.7
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	6.7
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	6.7
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	6.7
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	6.6
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	6.6
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	6.6
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	6.6
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	6.5
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	6.5
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	6.5
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	6.5
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	6.5
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	6.4
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	6.4
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	6.4
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	6.4
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	6.4
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	6.4
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	6.2
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	6.2
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	6.2
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	6.1
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	6.1
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	6.0
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	5.9
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	5.8
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	5.8
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	5.7
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	5.7
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	5.6
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	5.6
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	5.6
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	5.5
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	5.4
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	5.4
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	5.3
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	5.3
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	5.2
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	5.2
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	5.2
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	5.1
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	5.0
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	5.0
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	4.8
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	4.7
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	4.6
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	4.5
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	4.5
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	4.5
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	4.4
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	4.4
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	4.2
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	4.0
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	3.9
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	3.9
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	3.9
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	3.8
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	3.7
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	3.7
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	3.7
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	3.7
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	3.7
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	3.7
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	3.6
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	3.6
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	3.6
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	3.6
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	3.6
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	3.5
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	3.5
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	3.5
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	3.4
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	3.4
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	3.3
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	3.3
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	3.1
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	3.1
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	3.0
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	3.0
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	3.0
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	3.0
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	3.0
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	2.9
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	2.9
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	2.9
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	2.8
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	2.8
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	2.6
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	2.6
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	2.6
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	2.6
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	2.6
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	2.5
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	2.4
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	2.3
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	2.3
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	2.3
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	2.1
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	2.0
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	2.0
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	2.0
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	1.8
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	1.8
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	1.8
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	1.6
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	1.6
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	1.6
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	1.5
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	1.4
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	1.4
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	1.4
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	1.3
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	1.3
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	1.3
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	1.1
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	1.1
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	1.1
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	1.1
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	1.1
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	1.0
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	1.0
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	1.0
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	0.9
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	0.9
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	0.8
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	0.8
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	0.7
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	0.7
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	0.6
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	0.5
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	0.4
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	0.4
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	0.3
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	0.2
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	0.1
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KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

GPC4 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 8.58

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

18.1

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	104.4
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	58.0
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	47.3
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	47.2
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	43.1
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	40.4
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	38.4
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	38.3
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	36.9
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	35.7
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	34.8
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	33.6
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	30.7
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	29.1
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	28.9
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	28.7
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	28.6
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	28.5
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	28.4
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	28.3
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	28.3
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	27.4
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	27.2
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	25.8
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	24.6
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	24.6
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	23.7
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	23.2
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	23.0
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	22.6
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	21.7
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	21.1
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	21.1
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	20.0
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	19.6
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	19.1
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	19.0
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	19.0
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	18.2
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	17.7
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	17.6
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	17.6
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	17.6
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	16.7
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	16.3
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	16.1
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	15.8
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	15.6
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	15.5
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	15.0
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	14.2
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	13.6
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	13.5
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	13.5
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	13.3
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	13.2
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	13.1
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	12.4
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	12.4
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	12.3
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	12.3
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	12.1
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	11.9
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	11.8
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	11.3
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	11.2
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	11.0
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	10.8
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	10.6
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	10.5
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	10.3
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	10.2
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	9.9
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	9.4
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	9.3
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	9.0
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	8.9
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	8.7
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	8.4
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	8.3
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	7.6
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	7.5
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	7.2
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	6.3
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	5.9
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	5.2
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	4.8
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	4.1
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	4.0
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	3.7
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	3.7
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	3.5
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	3.1
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	2.7
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	1.5
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	1.2
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	0.8
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	0.8
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	0.7
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	0.4
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KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

GPC4 is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 17.65

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

44.5

Number of samples

282

Samples

Sample	Description	TPM
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	211.7
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	163.5
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	162.8
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	158.1
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	133.4
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	133.2
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	128.2
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	126.4
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	122.5
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	122.4
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	113.7
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	112.2
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	104.4
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	104.3
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	103.4
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	100.2
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	99.9
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	99.7
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	99.7
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	98.6
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	97.4
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	93.5
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	92.7
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	92.6
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	92.3
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	90.3
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	90.2
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	89.9
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	89.3
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	88.8
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	87.6
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	87.6
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	87.3
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	87.3
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	87.2
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	85.9
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	84.1
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	83.9
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	83.8
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	83.8
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	83.8
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	82.1
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	81.4
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	80.6
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	80.5
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	80.4
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	80.0
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	79.0
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	78.9
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	78.7
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	76.2
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	74.3
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	72.2
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	71.9
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	71.8
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	71.1
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	70.4
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	69.2
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	68.4
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	68.3
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	68.2
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	67.7
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	67.1
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	66.9
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	65.9
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	65.8
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	64.1
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	63.7
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	63.5
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	63.2
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	63.0
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	62.7
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	62.6
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	61.5
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	61.4
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	61.4
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	60.4
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	59.0
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	58.6
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	58.4
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	58.3
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	56.6
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	56.4
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	54.7
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	53.8
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	52.9
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	52.8
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	52.1
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	51.9
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	51.0
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	50.7
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	49.3
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	49.3
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	48.9
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	48.6
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	48.6
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	48.5
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	48.3
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	48.3
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	48.2
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	47.7
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	47.5
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	47.4
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	47.3
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	46.5
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	45.9
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	45.7
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	45.2
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	45.0
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	44.6
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	44.5
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	44.4
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	44.3
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	44.1
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	43.7
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	43.2
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	42.1
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	41.7
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	41.6
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	41.6
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	41.1
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	40.7
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	40.4
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	39.5
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	39.2
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	39.2
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	39.0
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	38.8
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	38.6
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	38.6
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	38.5
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	38.2
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	37.9
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	37.9
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	37.8
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	37.6
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	37.3
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	37.2
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	36.9
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	36.5
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	36.4
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	35.9
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	35.5
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	35.5
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	35.4
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	35.3
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	35.3
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	35.1
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	34.8
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	34.1
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	34.0
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	33.8
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	33.5
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	33.4
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	33.2
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	33.2
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	32.0
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	31.5
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	31.4
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	31.4
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	31.3
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	30.9
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	30.9
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	29.5
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	29.1
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	29.0
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	28.9
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	28.7
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	28.5
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	28.5
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	28.4
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	28.1
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	27.6
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	27.3
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	27.2
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	27.0
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	27.0
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	26.8
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	26.6
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	26.5
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	26.3
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	25.6
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	25.6
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	25.4
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	25.4
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	25.3
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	25.3
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	24.8
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	24.8
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	24.5
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	24.4
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	24.0
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	23.5
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	23.5
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	23.4
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	23.3
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	22.9
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	22.9
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	22.4
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	22.3
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	22.2
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	22.1
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	22.0
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	21.7
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	21.3
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	21.3
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	21.3
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	21.2
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	20.7
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	20.6
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	20.5
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	20.4
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	20.1
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	19.9
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	19.8
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	19.4
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	19.4
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	19.4
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	19.2
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	18.6
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	18.5
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	18.5
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	18.0
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	17.8
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	17.8
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	17.5
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	17.1
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	16.6
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	16.1
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	16.1
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	16.0
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	15.8
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	15.8
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	15.7
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	15.4
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	15.2
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	15.1
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	15.0
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	14.8
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	14.7
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	14.7
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	14.3
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	14.1
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	14.1
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	14.0
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	13.9
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	13.9
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	13.4
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	13.1
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	12.5
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	12.4
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	12.0
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	11.5
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	11.4
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	10.0
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	9.8
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	9.8
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	9.6
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	9.4
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	9.1
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	8.9
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	8.9
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	8.1
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	8.1
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	8.0
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	7.9
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	7.3
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	7.0
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	6.0
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	6.0
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	5.9
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	4.4
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	4.1
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	3.1
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	2.9
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	2.5
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	1.5
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	1.1
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	1.1
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	1.0
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	0.8
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	0.1
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

Sample ID	Sample type	nRPX
CPT0069000003	Tumor	1.6
CPT0084590001	Normal	1.2
CPT0001270001	Normal	1.1
CPT0077320001	Normal	1.0
CPT0000660001	Normal	0.9
CPT0001180009	Tumor	0.9
CPT0092190003	Normal	0.8
CPT0017850003	Tumor	0.8
CPT0075170001	Normal	0.8
CPT0088500001	Normal	0.8
CPT0077140001	Normal	0.8
CPT0002370001	Normal	0.8
CPT0025170003	Tumor	0.7
CPT0063640001	Normal	0.7
CPT0012640003	Normal	0.6
CPT0012920003	Normal	0.6
CPT0006530001	Normal	0.6
CPT0010120001	Normal	0.6
CPT0065820001	Normal	0.6
CPT0017450001	Normal	0.6
CPT0088780001	Normal	0.6
CPT0086830003	Normal	0.6
CPT0088710001	Normal	0.6
CPT0000890001	Normal	0.6
CPT0020130001	Normal	0.5
CPT0001190001	Normal	0.5
CPT0066480003	Tumor	0.5
CPT0088570001	Normal	0.5
CPT0089040001	Normal	0.5
CPT0012290003	Normal	0.5
CPT0001510001	Normal	0.5
CPT0013790003	Normal	0.5
CPT0078800003	Tumor	0.5
CPT0007470001	Normal	0.5
CPT0069010001	Normal	0.5
CPT0018250001	Normal	0.5
CPT0009020003	Normal	0.4
CPT0079510001	Normal	0.4
CPT0078940001	Normal	0.4
CPT0069190001	Normal	0.4
CPT0014130001	Normal	0.4
CPT0075570001	Normal	0.4
CPT0084560003	Tumor	0.4
CPT0086890003	Normal	0.4
CPT0077500001	Normal	0.4
CPT0092310003	Normal	0.4
CPT0011240003	Tumor	0.4
CPT0010170001	Normal	0.4
CPT0066520001	Normal	0.3
CPT0025060001	Normal	0.3
CPT0006730001	Normal	0.3
CPT0086970003	Normal	0.3
CPT0012090003	Normal	0.3
CPT0082010001	Normal	0.3
CPT0092800003	Normal	0.3
CPT0088920001	Normal	0.3
CPT0001550001	Normal	0.3
CPT0020120003	Tumor	0.3
CPT0063330001	Normal	0.3
CPT0075560003	Tumor	0.3
CPT0020020001	Normal	0.2
CPT0064400001	Normal	0.2
CPT0019160001	Normal	0.2
CPT0001230001	Normal	0.2
CPT0023350003	Tumor	0.2
CPT0023360001	Normal	0.2
CPT0088970003	Tumor	0.2
CPT0079000001	Normal	0.2
CPT0025920001	Normal	0.2
CPT0014470001	Normal	0.2
CPT0066430001	Normal	0.2
CPT0014350001	Normal	0.2
CPT0078670001	Normal	0.2
CPT0009080003	Normal	0.2
CPT0078840001	Normal	0.2
CPT0065450001	Normal	0.2
CPT0078530001	Normal	0.2
CPT0023710001	Normal	0.2
CPT0009060003	Tumor	0.2
CPT0012570003	Normal	0.2
CPT0079430001	Normal	0.1
CPT0076350001	Normal	0.1
CPT0007870001	Normal	0.1
CPT0087050003	Normal	0.1
CPT0081990003	Tumor	0.1
CPT0012770003	Normal	0.1
CPT0092740003	Normal	0.1
CPT0078660003	Tumor	0.1
CPT0024680001	Normal	0.1
CPT0012670003	Tumor	0.1
CPT0025290003	Tumor	0.1
CPT0000790001	Normal	0.1
CPT0026420001	Normal	0.0
CPT0001350001	Normal	0.0
CPT0081620001	Normal	0.0
CPT0079300001	Normal	0.0
CPT0025610001	Normal	0.0
CPT0088630003	Tumor	0.0
CPT0006950001	Normal	0.0
CPT0089480003	Normal	0.0
CPT0086370003	Normal	0.0
CPT0000640003	Tumor	0.0
CPT0081600003	Tumor	-0.1
CPT0077310003	Tumor	-0.1
CPT0081880003	Tumor	-0.1
CPT0088480003	Tumor	-0.1
CPT0015910003	Tumor	-0.1
CPT0012280003	Tumor	-0.1
CPT0088640003	Normal	-0.1
CPT0014450004	Tumor	-0.2
CPT0002270011	Tumor	-0.2
CPT0075720003	Tumor	-0.2
CPT0024670003	Tumor	-0.2
CPT0001340003	Tumor	-0.2
CPT0076330003	Tumor	-0.2
CPT0063320003	Tumor	-0.3
CPT0002350011	Tumor	-0.3
CPT0065690003	Tumor	-0.3
CPT0065430003	Tumor	-0.3
CPT0065930003	Tumor	-0.3
CPT0086820003	Tumor	-0.4
CPT0025230003	Tumor	-0.4
CPT0087040003	Tumor	-0.4
CPT0075130003	Tumor	-0.4
CPT0014160003	Tumor	-0.4
CPT0086870003	Tumor	-0.4
CPT0006900003	Tumor	-0.4
CPT0021240003	Tumor	-0.5
CPT0014370004	Tumor	-0.5
CPT0086360003	Tumor	-0.5
CPT0063630003	Tumor	-0.5
CPT0019990003	Tumor	-0.5
CPT0078510003	Tumor	-0.5
CPT0006440003	Tumor	-0.5
CPT0092730003	Tumor	-0.5
CPT0092790003	Tumor	-0.5
CPT0011410003	Tumor	-0.5
CPT0079180003	Tumor	-0.6
CPT0010110003	Tumor	-0.6
CPT0088760003	Tumor	-0.6
CPT0025580004	Tumor	-0.6
CPT0077490003	Tumor	-0.6
CPT0065870003	Tumor	-0.6
CPT0089020003	Tumor	-0.6
CPT0001500009	Tumor	-0.6
CPT0088900003	Tumor	-0.6
CPT0001540009	Tumor	-0.6
CPT0066470004	Tumor	-0.6
CPT0012370003	Tumor	-0.6
CPT0007320003	Tumor	-0.6
CPT0025110003	Tumor	-0.6
CPT0015730003	Tumor	-0.6
CPT0079230003	Tumor	-0.7
CPT0025050003	Tumor	-0.7
CPT0012550003	Tumor	-0.7
CPT0086950003	Tumor	-0.7
CPT0085670003	Tumor	-0.7
CPT0088690003	Tumor	-0.7
CPT0079410003	Tumor	-0.7
CPT0071150004	Tumor	-0.8
CPT0023690003	Tumor	-0.8
CPT0086030003	Tumor	-0.8
CPT0069160003	Tumor	-0.8
CPT0092160003	Tumor	-0.8
CPT0012900004	Tumor	-0.8
CPT0012080003	Tumor	-0.8
CPT0019130003	Tumor	-0.8
CPT0064370003	Tumor	-0.8
CPT0000780007	Tumor	-0.8
CPT0088550004	Tumor	-0.8
CPT0065810003	Tumor	-0.8
CPT0065750003	Tumor	-0.9
CPT0079380003	Tumor	-0.9
CPT0079480003	Tumor	-0.9
CPT0007860003	Tumor	-0.9
CPT0092290003	Tumor	-0.9
CPT0025350003	Tumor	-0.9
CPT0017410003	Tumor	-0.9
CPT0009000003	Tumor	-1.0
CPT0015810003	Tumor	-1.0
CPT0001220008	Tumor	-1.0
CPT0078830003	Tumor	-1.1
CPT0010160003	Tumor	-1.1
CPT0000870016	Tumor	-1.1
CPT0078930003	Tumor	-1.1
CPT0001260009	Tumor	-1.1
CPT0077110003	Tumor	-1.1
CPT0025880003	Tumor	-1.2
CPT0089460004	Tumor	-1.3
CPT0006630003	Tumor	-1.3
CPT0026410003	Tumor	-1.4
CPT0079270003	Tumor	-1.4
CPT0012180003	Tumor	-1.6
CPT0078990003	Tumor	-1.7
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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 HPA030836
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