Expression of FRYL 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

FRYL is not prognostic in Kidney Chromophobe (TCGA)

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 7.14

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

4.6

Number of samples

Samples

Sample	Description	TPM
TCGA-KN-8432-01A	0 years, female, white, stage:Stage II, alive, 76 days	19.7
TCGA-KL-8344-01A	0 years, male, white, stage:Stage III, alive, 876 days	13.3
TCGA-KN-8436-01A	0 years, male, white, stage:Stage II, alive, 1288 days	11.6
TCGA-KL-8341-01A	0 years, male, asian, stage:Stage IV, dead, 754 days	10.8
TCGA-KL-8325-01A	0 years, female, white, stage:Stage II, dead, 725 days	9.9
TCGA-KM-8440-01A	0 years, male, black or african american, stage:Stage III, alive, 1366 days	9.4
TCGA-KN-8427-01A	0 years, male, white, stage:Stage IV, alive, 30 days	9.0
TCGA-KN-8424-01A	0 years, female, white, stage:Stage I, alive, 1983 days	9.0
TCGA-KN-8423-01A	0 years, male, white, stage:Stage I, alive, 788 days	8.7
TCGA-KN-8419-01A	0 years, male, black or african american, stage:Stage II, alive, 714 days	8.5
TCGA-KN-8428-01A	0 years, male, white, stage:Stage II, dead, 1590 days	8.2
TCGA-KL-8343-01A	0 years, male, white, stage:Stage III, dead, 2172 days	7.5
TCGA-KO-8410-01A	0 years, female, white, stage:Stage I, alive, 3136 days	7.3
TCGA-KM-8442-01A	0 years, male, stage:Stage II, alive, 1437 days	7.2
TCGA-KL-8323-01A	0 years, female, white, stage:Stage III, dead, 1158 days	7.2
TCGA-KN-8429-01A	0 years, female, white, stage:Stage III, alive, 2650 days	7.1
TCGA-KN-8435-01A	0 years, male, white, stage:Stage II, alive, 3498 days	6.7
TCGA-KL-8333-01A	0 years, male, white, stage:Stage II, alive, 2991 days	6.6
TCGA-KL-8336-01A	0 years, female, white, stage:Stage IV, dead, 920 days	6.2
TCGA-KO-8406-01A	0 years, female, white, stage:Stage I, alive, 3145 days	6.1
TCGA-KN-8425-01A	0 years, male, white, stage:Stage I, alive, 3179 days	6.0
TCGA-KM-8639-01A	0 years, male, white, stage:Stage I, alive, 953 days	5.7
TCGA-KO-8411-01A	0 years, male, white, stage:Stage I, alive, 3958 days	5.6
TCGA-KO-8417-01A	0 years, female, white, stage:Stage I, alive, 2815 days	5.4
TCGA-KL-8329-01A	0 years, female, asian, stage:Stage I, alive, 2752 days	5.2
TCGA-KL-8332-01A	0 years, male, white, stage:Stage I, alive, 2582 days	5.1
TCGA-KL-8345-01A	0 years, male, white, stage:Stage III, alive, 1665 days	5.0
TCGA-KL-8330-01A	0 years, female, black or african american, stage:Stage II, alive, 3304 days	5.0
TCGA-KL-8335-01A	0 years, male, white, stage:Stage III, alive, 2815 days	4.8
TCGA-KO-8413-01A	0 years, male, white, stage:Stage I, alive, 3038 days	4.5
TCGA-KN-8418-01A	0 years, female, white, stage:Stage II, alive, 3935 days	4.3
TCGA-KL-8339-01A	0 years, male, white, stage:Stage IV, dead, 855 days	4.0
TCGA-KL-8340-01A	0 years, male, white, stage:Stage II, alive, 2024 days	3.6
TCGA-KL-8334-01A	0 years, female, white, stage:Stage III, alive, 2949 days	3.5
TCGA-KN-8434-01A	0 years, female, white, stage:Stage II, alive, 1797 days	3.1
TCGA-KN-8421-01A	0 years, female, white, stage:Stage II, alive, 2674 days	3.1
TCGA-KM-8443-01A	0 years, male, white, stage:Stage II, alive, 1520 days	2.9
TCGA-KL-8337-01A	0 years, male, black or african american, stage:Stage II, alive, 1364 days	2.9
TCGA-KM-8441-01A	0 years, female, white, stage:Stage I, alive, 876 days	2.7
TCGA-KL-8331-01A	0 years, female, white, stage:Stage II, alive, 3010 days	2.6
TCGA-KN-8437-01A	0 years, female, white, stage:Stage I, alive, 3068 days	2.6
TCGA-KO-8407-01A	0 years, male, white, stage:Stage II, alive, 2820 days	2.6
TCGA-KN-8431-01A	0 years, female, stage:Stage II, alive, 588 days	2.6
TCGA-KM-8477-01A	0 years, male, white, stage:Stage I, alive, 1553 days	2.4
TCGA-KL-8342-01A	0 years, female, white, stage:Stage II, alive, 2248 days	2.4
TCGA-KL-8324-01A	0 years, female, white, stage:Stage II, alive, 4676 days	2.2
TCGA-KO-8405-01A	0 years, male, white, stage:Stage III, alive, 3056 days	1.8
TCGA-KL-8346-01A	0 years, male, white, stage:Stage II, alive, 1897 days	1.7
TCGA-KO-8408-01A	0 years, male, white, stage:Stage III, dead, 507 days	1.6
TCGA-KO-8416-01A	0 years, male, white, stage:Stage III, alive, 2752 days	1.6
TCGA-KN-8426-01A	0 years, male, white, stage:Stage IV, alive, 108 days	1.5
TCGA-KO-8414-01A	0 years, female, white, stage:Stage II, alive, 3212 days	1.4
TCGA-KO-8403-01A	0 years, male, white, stage:Stage I, alive, 3208 days	1.4
TCGA-KM-8438-01A	0 years, female, white, stage:Stage II, alive, 4622 days	1.2
TCGA-KL-8338-01A	0 years, male, white, stage:Stage III, alive, 2633 days	1.2
TCGA-KL-8328-01A	0 years, male, white, stage:Stage II, alive, 3127 days	1.0
TCGA-KO-8415-01A	0 years, female, white, stage:Stage I, alive, 2939 days	1.0
TCGA-KO-8409-01A	0 years, male, white, stage:Stage II, alive, 3180 days	0.9
TCGA-KO-8404-01A	0 years, male, white, stage:Stage IV, dead, 325 days	0.7
TCGA-KM-8439-01A	0 years, male, white, stage:Stage I, alive, 708 days	0.7
TCGA-KM-8476-01A	0 years, male, white, stage:Stage I, alive, 3745 days	0.3
TCGA-KN-8433-01A	0 years, female, white, stage:Stage III, alive, 341 days	0.0
TCGA-KL-8326-01A	0 years, male, white, stage:Stage III, alive, 3322 days	0.0
TCGA-KL-8327-01A	0 years, female, white, stage:Stage I, alive, 4169 days	0.0
Show allShow less

KIDNEY RENAL CLEAR CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 3.67

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

8.3

Number of samples

521

Samples

Sample	Description	TPM
TCGA-B2-5635-01A	0 years, male, white, stage:Stage I, alive, 755 days	52.5
TCGA-B2-5633-01A	0 years, male, white, stage:Stage I, alive, 963 days	41.5
TCGA-B2-5636-01A	0 years, male, white, stage:Stage I, alive, 919 days	27.4
TCGA-CZ-5986-01A	0 years, male, white, stage:Stage I, alive, 373 days	26.0
TCGA-EU-5906-01A	0 years, male, white, stage:Stage I, alive, 206 days	24.2
TCGA-B8-5164-01A	0 years, male, white, stage:Stage III, alive, 26 days	23.3
TCGA-CW-5583-01A	0 years, female, white, stage:Stage I, alive, 2489 days	22.8
TCGA-B8-5165-01A	0 years, male, white, stage:Stage I, alive, 737 days	22.0
TCGA-CW-6088-01A	0 years, male, white, stage:Stage I, alive, 3222 days	21.8
TCGA-CZ-5989-01A	0 years, male, white, stage:Stage II, alive, 1905 days	21.3
TCGA-CW-5580-01A	0 years, female, white, stage:Stage IV, dead, 1964 days	21.2
TCGA-A3-3376-01A	0 years, male, black or african american, stage:Stage I, dead, 1696 days	21.1
TCGA-CZ-5455-01A	0 years, male, white, stage:Stage IV, dead, 561 days	21.0
TCGA-CZ-4862-01A	0 years, male, white, stage:Stage I, alive, 3271 days	19.9
TCGA-CZ-5985-01A	0 years, male, white, stage:Stage II, alive, 1997 days	19.5
TCGA-CW-5581-01A	0 years, male, white, stage:Stage I, alive, 2799 days	19.1
TCGA-CZ-5463-01A	0 years, male, white, stage:Stage II, alive, 662 days	19.1
TCGA-B8-5545-01A	0 years, male, black or african american, stage:Stage I, alive, 1525 days	19.0
TCGA-B0-4703-01A	0 years, male, white, stage:Stage IV, dead, 182 days	18.8
TCGA-B2-A4SR-01A	0 years, male, black or african american, stage:Stage II, alive, 507 days	18.6
TCGA-B0-5691-01A	0 years, female, white, stage:Stage I, alive, 3431 days	18.5
TCGA-B8-5159-01A	0 years, female, white, stage:Stage I, alive, 722 days	18.4
TCGA-CW-6093-01A	0 years, male, white, stage:Stage I, alive, 3146 days	18.4
TCGA-BP-4976-01A	0 years, male, white, stage:Stage I, alive, 1632 days	18.3
TCGA-B2-5641-01A	0 years, male, white, stage:Stage I, alive, 656 days	18.1
TCGA-BP-4970-01A	0 years, male, asian, stage:Stage III, alive, 433 days	18.0
TCGA-B4-5844-01A	0 years, female, white, stage:Stage II, alive, 7 days	17.8
TCGA-B0-5709-01A	0 years, female, white, stage:Stage III, alive, 3974 days	17.7
TCGA-B4-5378-01A	0 years, male, white, stage:Stage I, alive, 175 days	17.5
TCGA-CJ-4905-01A	0 years, female, white, stage:Stage I, alive, 1496 days	17.5
TCGA-BP-4991-01A	0 years, male, white, stage:Stage I, alive, 1413 days	17.4
TCGA-BP-5189-01A	0 years, male, white, stage:Stage I, dead, 822 days	17.2
TCGA-CW-5591-01A	0 years, male, white, stage:Stage IV, alive, 2271 days	17.2
TCGA-CJ-4904-01A	0 years, female, white, stage:Stage IV, alive, 3302 days	17.1
TCGA-B0-5710-01A	0 years, male, white, stage:Stage I, alive, 2430 days	17.1
TCGA-CW-5587-01A	0 years, female, white, stage:Stage III, alive, 2226 days	17.0
TCGA-CJ-4639-01A	0 years, female, white, stage:Stage II, alive, 3229 days	17.0
TCGA-BP-4961-01A	0 years, male, white, stage:Stage I, alive, 1935 days	17.0
TCGA-BP-4985-01A	0 years, male, white, stage:Stage III, dead, 952 days	17.0
TCGA-B0-5110-01A	0 years, female, white, stage:Stage I, alive, 2009 days	16.9
TCGA-CZ-5462-01A	0 years, male, white, stage:Stage IV, dead, 311 days	16.8
TCGA-B0-5690-01A	0 years, female, white, stage:Stage I, alive, 3392 days	16.8
TCGA-BP-4763-01A	0 years, female, white, stage:Stage I, dead, 1270 days	16.7
TCGA-B4-5377-01A	0 years, female, white, stage:Stage IV, alive, 365 days	16.7
TCGA-BP-4965-01A	0 years, male, white, stage:Stage I, alive, 1871 days	16.6
TCGA-BP-4999-01A	0 years, male, white, stage:Stage I, alive, 1266 days	16.5
TCGA-B2-4102-01A	0 years, male, white, stage:Stage I, alive, 952 days	16.4
TCGA-A3-3351-01A	0 years, male, white, stage:Stage II, alive, 910 days	16.3
TCGA-BP-4790-01A	0 years, male, white, stage:Stage I, dead, 1111 days	16.2
TCGA-B4-5834-01A	0 years, male, white, stage:Stage I, alive, 38 days	16.2
TCGA-B4-5836-01A	0 years, female, white, stage:Stage I, alive, 141 days	16.1
TCGA-BP-4789-01A	0 years, male, white, stage:Stage I, alive, 1489 days	16.0
TCGA-A3-3320-01A	0 years, female, white, stage:Stage I, alive, 1508 days	15.9
TCGA-BP-4982-01A	0 years, male, white, stage:Stage I, alive, 1014 days	15.9
TCGA-BP-5200-01A	0 years, male, white, stage:Stage II, alive, 1063 days	15.8
TCGA-CZ-5988-01A	0 years, male, white, stage:Stage I, alive, 693 days	15.3
TCGA-A3-3378-01A	0 years, male, white, stage:Stage I, alive, 630 days	15.2
TCGA-BP-4986-01A	0 years, male, white, stage:Stage I, alive, 785 days	15.1
TCGA-CJ-4643-01A	0 years, female, white, stage:Stage II, alive, 1793 days	15.1
TCGA-CW-6087-01A	0 years, male, white, stage:Stage IV, dead, 41 days	15.0
TCGA-CZ-4863-01A	0 years, female, white, stage:Stage III, alive, 1928 days	15.0
TCGA-GK-A6C7-01A	0 years, female, black or african american, stage:Stage I, alive, 61 days	14.9
TCGA-A3-3370-01A	0 years, female, white, stage:Stage I, alive, 2274 days	14.9
TCGA-CZ-5982-01A	0 years, female, white, stage:Stage I, alive, 2439 days	14.8
TCGA-A3-3323-01A	0 years, male, white, stage:Stage I, alive, 1106 days	14.6
TCGA-B0-5812-01A	0 years, male, white, stage:Stage I, alive, 3834 days	14.5
TCGA-B0-5113-01A	0 years, female, white, stage:Stage III, alive, 1175 days	14.5
TCGA-B4-5838-01A	0 years, male, white, stage:'--, alive, 166 days	14.5
TCGA-BP-4775-01A	0 years, female, white, stage:Stage I, alive, 1843 days	14.3
TCGA-CJ-4899-01A	0 years, male, asian, stage:Stage I, alive, 1528 days	14.3
TCGA-CJ-5686-01A	0 years, female, white, stage:Stage I, alive, 2038 days	14.3
TCGA-A3-3387-01A	0 years, male, white, stage:Stage I, alive, 617 days	14.2
TCGA-CJ-4908-01A	0 years, male, white, stage:Stage I, alive, 1531 days	14.2
TCGA-B8-5158-01A	0 years, male, white, stage:Stage III, alive, 1218 days	14.2
TCGA-A3-3382-01A	0 years, male, white, stage:Stage I, alive, 574 days	14.2
TCGA-A3-A6NN-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	14.1
TCGA-B8-5163-01A	0 years, female, white, stage:Stage III, alive, 822 days	14.0
TCGA-CJ-4634-01A	0 years, female, white, stage:Stage I, alive, 3498 days	14.0
TCGA-BP-4797-01A	0 years, male, white, stage:Stage III, alive, 1107 days	14.0
TCGA-B0-5711-01A	0 years, male, white, stage:Stage III, alive, 3989 days	14.0
TCGA-BP-4801-01A	0 years, male, white, stage:Stage I, alive, 1124 days	13.9
TCGA-DV-5567-01A	0 years, female, black or african american, stage:Stage I, alive, 2004 days	13.9
TCGA-BP-4766-01A	0 years, female, white, stage:Stage I, alive, 1462 days	13.8
TCGA-B0-5705-01A	0 years, female, white, stage:Stage I, alive, 4537 days	13.8
TCGA-A3-A8OW-01A	0 years, male, black or african american, stage:Stage III, alive, 323 days	13.8
TCGA-BP-5004-01A	0 years, male, white, stage:Stage I, alive, 1126 days	13.8
TCGA-BP-4354-01A	0 years, male, white, stage:Stage IV, dead, 1034 days	13.7
TCGA-CZ-4864-01A	0 years, male, white, stage:Stage II, dead, 1315 days	13.7
TCGA-CW-6097-01A	0 years, male, white, stage:Stage III, dead, 571 days	13.7
TCGA-BP-4998-01A	0 years, male, asian, stage:Stage I, alive, 932 days	13.6
TCGA-A3-3324-01A	0 years, male, white, stage:Stage I, alive, 1186 days	13.4
TCGA-CW-5584-01A	0 years, male, white, stage:Stage III, dead, 164 days	13.4
TCGA-B8-5553-01A	0 years, female, white, stage:Stage I, alive, 435 days	13.3
TCGA-BP-5187-01A	0 years, male, white, stage:Stage I, alive, 406 days	13.3
TCGA-B0-5699-01A	0 years, male, white, stage:Stage I, alive, 3841 days	13.3
TCGA-EU-5904-01A	0 years, female, white, stage:Stage I, alive, 551 days	13.3
TCGA-B8-5550-01A	0 years, male, white, stage:Stage III, alive, 1476 days	13.2
TCGA-BP-5202-01A	0 years, male, white, stage:Stage III, alive, 29 days	13.2
TCGA-A3-3373-01A	0 years, female, white, stage:Stage I, alive, 1621 days	13.2
TCGA-A3-3331-01A	0 years, female, white, stage:Stage I, alive, 1257 days	13.2
TCGA-B0-4846-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	13.2
TCGA-A3-A8CQ-01A	0 years, female, black or african american, stage:Stage I, alive, 3 days	13.0
TCGA-B4-5832-01A	0 years, male, white, stage:Stage III, alive, 155 days	13.0
TCGA-CJ-6032-01A	0 years, female, white, stage:Stage II, alive, 3639 days	13.0
TCGA-CZ-5461-01A	0 years, male, white, stage:Stage IV, dead, 330 days	12.9
TCGA-A3-3372-01A	0 years, male, white, stage:Stage III, alive, 735 days	12.9
TCGA-BP-4963-01A	0 years, male, white, stage:Stage I, alive, 1834 days	12.8
TCGA-B0-5693-01A	0 years, female, white, stage:Stage I, alive, 4074 days	12.8
TCGA-B0-5096-01A	0 years, female, white, stage:Stage III, dead, 68 days	12.8
TCGA-CZ-4866-01A	0 years, female, white, stage:Stage I, alive, 3267 days	12.8
TCGA-B0-5713-01A	0 years, female, white, stage:Stage III, alive, 2782 days	12.7
TCGA-EU-5905-01A	0 years, female, white, stage:Stage I, alive, 119 days	12.6
TCGA-B8-5549-01A	0 years, male, white, stage:Stage I, alive, 194 days	12.6
TCGA-BP-4163-01A	0 years, female, white, stage:Stage III, alive, 2839 days	12.5
TCGA-CJ-5680-01A	0 years, female, white, stage:Stage IV, dead, 768 days	12.4
TCGA-CJ-4894-01A	0 years, male, white, stage:Stage III, dead, 841 days	12.4
TCGA-A3-3311-01A	0 years, male, stage:Stage I, dead, 1191 days	12.4
TCGA-CJ-4641-01A	0 years, female, white, stage:Stage IV, dead, 1661 days	12.3
TCGA-A3-3308-01A	0 years, female, white, stage:Stage III, alive, 16 days	12.3
TCGA-B8-4148-01A	0 years, female, white, stage:Stage I, alive, 1520 days	12.3
TCGA-CW-5588-01A	0 years, female, white, stage:Stage I, alive, 2017 days	12.2
TCGA-CW-5590-01A	0 years, male, white, stage:Stage IV, dead, 1075 days	12.2
TCGA-A3-3317-01A	0 years, male, stage:Stage II, alive, 1491 days	12.2
TCGA-B0-5120-01A	0 years, female, white, stage:Stage I, alive, 1169 days	12.1
TCGA-BP-4353-01A	0 years, male, white, stage:Stage I, dead, 375 days	12.0
TCGA-BP-4972-01A	0 years, female, white, stage:Stage III, alive, 1502 days	12.0
TCGA-BP-5195-01A	0 years, male, white, stage:Stage I, alive, 749 days	12.0
TCGA-B0-5119-01A	0 years, female, white, stage:Stage I, alive, 1552 days	12.0
TCGA-BP-4162-01A	0 years, female, white, stage:Stage I, alive, 3074 days	11.9
TCGA-BP-4987-01A	0 years, female, asian, stage:Stage I, alive, 1124 days	11.8
TCGA-BP-5008-01A	0 years, male, white, stage:Stage I, alive, 1071 days	11.7
TCGA-B0-5402-01A	0 years, male, white, stage:Stage IV, alive, 1290 days	11.7
TCGA-CJ-4886-01A	0 years, female, white, stage:Stage I, alive, 1952 days	11.7
TCGA-BP-4782-01A	0 years, female, white, stage:Stage I, alive, 354 days	11.6
TCGA-CZ-4856-01A	0 years, female, white, stage:Stage I, alive, 18 days	11.6
TCGA-B0-4688-01A	0 years, male, white, stage:Stage IV, dead, 101 days	11.6
TCGA-B8-A8YJ-01A	0 years, female, black or african american, stage:Stage I, alive, 431 days	11.6
TCGA-B2-4101-01A	0 years, male, white, stage:Stage II, alive, 648 days	11.5
TCGA-BP-5194-01A	0 years, male, white, stage:Stage I, alive, 408 days	11.5
TCGA-B0-5097-01A	0 years, female, white, stage:Stage III, alive, 665 days	11.4
TCGA-BP-5192-01A	0 years, male, white, stage:Stage I, alive, 714 days	11.4
TCGA-B8-A54H-01A	0 years, female, black or african american, stage:Stage II, alive, 256 days	11.4
TCGA-A3-3349-01A	0 years, female, white, stage:Stage I, alive, 1385 days	11.3
TCGA-DV-5575-01A	0 years, female, white, stage:Stage I, alive, 1729 days	11.3
TCGA-A3-3347-01A	0 years, female, white, stage:Stage III, dead, 1610 days	11.3
TCGA-BP-4795-01A	0 years, female, white, stage:Stage I, alive, 620 days	11.3
TCGA-CZ-5451-01A	0 years, male, white, stage:Stage II, alive, 1929 days	11.3
TCGA-AK-3443-01A	0 years, male, white, stage:Stage II, alive, 1423 days	11.2
TCGA-BP-4977-01A	0 years, male, white, stage:Stage I, alive, 454 days	11.2
TCGA-BP-4347-01A	0 years, male, white, stage:Stage III, alive, 1367 days	11.2
TCGA-A3-A6NL-01A	0 years, female, black or african american, stage:Stage I, alive, 689 days	11.2
TCGA-BP-4344-01A	0 years, female, white, stage:Stage I, alive, 1666 days	11.2
TCGA-CJ-4644-01A	0 years, female, white, stage:Stage IV, dead, 336 days	11.1
TCGA-BP-4807-01A	0 years, male, white, stage:Stage I, alive, 211 days	11.1
TCGA-BP-4760-01A	0 years, male, black or african american, stage:Stage I, alive, 2361 days	11.1
TCGA-BP-4983-01A	0 years, female, asian, stage:Stage III, alive, 1413 days	11.1
TCGA-BP-4170-01A	0 years, female, white, stage:Stage I, dead, 2343 days	11.0
TCGA-DV-5576-01A	0 years, female, black or african american, stage:Stage I, dead, 727 days	10.9
TCGA-CW-5589-01A	0 years, male, white, stage:Stage I, alive, 2378 days	10.8
TCGA-B8-A54F-01A	0 years, female, black or african american, stage:Stage I, alive, 519 days	10.7
TCGA-AK-3461-01A	0 years, male, white, stage:Stage I, alive, 2217 days	10.7
TCGA-BP-5186-01A	0 years, female, white, stage:Stage I, alive, 693 days	10.7
TCGA-BP-4762-01A	0 years, male, white, stage:Stage I, dead, 1343 days	10.7
TCGA-CW-5585-01A	0 years, male, white, stage:Stage IV, alive, 2609 days	10.6
TCGA-CJ-4907-01A	0 years, male, white, stage:Stage III, alive, 1499 days	10.6
TCGA-BP-4781-01A	0 years, male, white, stage:Stage I, alive, 2080 days	10.6
TCGA-CJ-6028-01A	0 years, male, white, stage:Stage IV, dead, 1625 days	10.6
TCGA-CZ-4857-01A	0 years, male, white, stage:Stage IV, dead, 1432 days	10.5
TCGA-B0-4848-01A	0 years, male, white, stage:Stage III, dead, 883 days	10.4
TCGA-CJ-4889-01A	0 years, female, white, stage:Stage I, alive, 1946 days	10.4
TCGA-A3-A6NJ-01A	0 years, female, black or african american, stage:Stage I, alive, 468 days	10.3
TCGA-BP-4330-01A	0 years, female, black or african american, stage:Stage III, alive, 1888 days	10.3
TCGA-BP-4173-01A	0 years, male, white, stage:Stage II, alive, 1893 days	10.2
TCGA-CJ-6030-01A	0 years, male, white, stage:Stage I, dead, 2299 days	10.2
TCGA-B0-5701-01A	0 years, male, white, stage:Stage III, alive, 2461 days	10.2
TCGA-CZ-5984-01A	0 years, male, white, stage:Stage I, alive, 2067 days	10.1
TCGA-B8-4622-01A	0 years, male, white, stage:Stage IV, alive, 1525 days	10.0
TCGA-CJ-4893-01A	0 years, female, white, stage:Stage I, alive, 750 days	10.0
TCGA-BP-4787-01A	0 years, female, white, stage:Stage IV, dead, 480 days	10.0
TCGA-B4-5843-01A	0 years, male, white, stage:Stage I, alive, 11 days	10.0
TCGA-B0-5695-01A	0 years, female, white, stage:Stage I, alive, 2150 days	9.9
TCGA-B2-5639-01A	0 years, male, white, stage:Stage IV, dead, 1003 days	9.9
TCGA-CZ-5458-01A	0 years, male, white, stage:Stage III, alive, 2789 days	9.9
TCGA-CJ-4874-01A	0 years, female, white, stage:Stage I, alive, 2283 days	9.9
TCGA-BP-4974-01A	0 years, male, white, stage:Stage IV, dead, 211 days	9.9
TCGA-CJ-4918-01A	0 years, male, white, stage:Stage IV, dead, 93 days	9.9
TCGA-B0-4693-01A	0 years, female, white, stage:Stage III, dead, 77 days	9.8
TCGA-B8-5546-01A	0 years, female, black or african american, stage:Stage I, alive, 505 days	9.8
TCGA-B2-3924-01A	0 years, male, white, stage:Stage I, alive, 1092 days	9.8
TCGA-EU-5907-01A	0 years, male, white, stage:Stage III, alive, 127 days	9.8
TCGA-B0-5094-01A	0 years, male, white, stage:Stage IV, dead, 333 days	9.7
TCGA-BP-4340-01A	0 years, female, white, stage:Stage I, dead, 562 days	9.7
TCGA-CJ-4637-01A	0 years, female, white, stage:Stage IV, dead, 2227 days	9.7
TCGA-A3-3362-01A	0 years, female, white, stage:Stage I, alive, 1559 days	9.7
TCGA-CZ-4859-01A	0 years, female, white, stage:Stage I, alive, 1787 days	9.7
TCGA-BP-4346-01A	0 years, male, white, stage:Stage III, dead, 1493 days	9.6
TCGA-BP-4160-01A	0 years, male, white, stage:Stage III, alive, 2881 days	9.6
TCGA-B0-4823-01A	0 years, male, white, stage:Stage I, dead, 454 days	9.6
TCGA-BP-4975-01A	0 years, male, white, stage:Stage I, alive, 1433 days	9.5
TCGA-A3-3359-01A	0 years, female, white, stage:Stage I, alive, 2504 days	9.5
TCGA-CJ-4920-01A	0 years, female, white, stage:Stage I, dead, 139 days	9.5
TCGA-A3-3357-01A	0 years, male, white, stage:Stage II, alive, 2688 days	9.4
TCGA-CZ-5467-01A	0 years, female, white, stage:Stage III, dead, 73 days	9.4
TCGA-A3-3385-01A	0 years, female, white, stage:Stage I, alive, 1993 days	9.3
TCGA-BP-5182-01A	0 years, male, white, stage:Stage I, alive, 1165 days	9.3
TCGA-CZ-4861-01A	0 years, male, white, stage:Stage II, dead, 446 days	9.3
TCGA-BP-4765-01A	0 years, male, white, stage:Stage I, alive, 2184 days	9.3
TCGA-BP-4169-01A	0 years, female, white, stage:Stage II, dead, 701 days	9.3
TCGA-A3-3322-01A	0 years, male, white, stage:Stage I, alive, 1478 days	9.2
TCGA-B0-5095-01A	0 years, male, white, stage:Stage III, dead, 245 days	9.2
TCGA-AK-3431-01A	0 years, female, white, stage:Stage II, dead, 2241 days	9.2
TCGA-CZ-5457-01A	0 years, male, white, stage:Stage III, alive, 2754 days	9.2
TCGA-A3-3307-01A	0 years, male, stage:Stage III, alive, 1436 days	9.2
TCGA-BP-4331-01A	0 years, male, white, stage:Stage I, dead, 2454 days	9.2
TCGA-BP-4338-01A	0 years, male, white, stage:Stage I, alive, 2859 days	9.2
TCGA-B0-5697-01A	0 years, male, white, stage:Stage I, alive, 2630 days	9.1
TCGA-BP-4803-01A	0 years, male, white, stage:Stage III, alive, 204 days	9.1
TCGA-CZ-5456-01A	0 years, male, white, stage:Stage II, alive, 2422 days	9.0
TCGA-B8-A54K-01A	0 years, male, black or african american, stage:Stage I, alive, 469 days	8.9
TCGA-B8-5551-01A	0 years, female, black or african american, stage:Stage I, alive, 16 days	8.9
TCGA-B0-5080-01A	0 years, male, white, stage:Stage IV, dead, 342 days	8.9
TCGA-A3-3367-01A	0 years, male, white, stage:Stage I, alive, 2270 days	8.8
TCGA-B0-4945-01A	0 years, female, white, stage:Stage I, dead, 2145 days	8.8
TCGA-B0-4690-01A	0 years, male, white, stage:Stage IV, dead, 43 days	8.6
TCGA-DV-5574-01A	0 years, male, white, stage:Stage I, alive, 2016 days	8.6
TCGA-B0-4838-01A	0 years, female, white, stage:Stage I, dead, 834 days	8.6
TCGA-T7-A92I-01A	0 years, female, black or african american, stage:Stage I, alive, 356 days	8.5
TCGA-BP-4769-01A	0 years, male, white, stage:Stage I, alive, 1876 days	8.5
TCGA-BP-5181-01A	0 years, female, white, stage:Stage I, alive, 1495 days	8.5
TCGA-B0-5075-01A	0 years, female, white, stage:Stage III, dead, 637 days	8.5
TCGA-BP-4995-01A	0 years, male, white, stage:Stage I, alive, 1371 days	8.4
TCGA-CJ-5681-01A	0 years, female, white, stage:Stage IV, dead, 552 days	8.4
TCGA-CJ-4640-01A	0 years, male, white, stage:Stage III, alive, 3480 days	8.4
TCGA-BP-4161-01A	0 years, male, white, stage:Stage I, alive, 2746 days	8.3
TCGA-DV-5569-01A	0 years, female, white, stage:Stage I, alive, 355 days	8.3
TCGA-BP-4973-01A	0 years, male, white, stage:Stage III, alive, 1384 days	8.3
TCGA-A3-3352-01A	0 years, male, white, stage:Stage III, dead, 561 days	8.3
TCGA-BP-4176-01A	0 years, male, white, stage:Stage I, alive, 1955 days	8.3
TCGA-CJ-5684-01A	0 years, male, white, stage:Stage III, alive, 2231 days	8.2
TCGA-CJ-4635-01A	0 years, male, white, stage:Stage I, alive, 1416 days	8.2
TCGA-AK-3456-01A	0 years, male, black or african american, stage:Stage II, alive, 1143 days	8.2
TCGA-CZ-5464-01A	0 years, male, white, stage:Stage IV, alive, 2128 days	8.2
TCGA-AS-3778-01A	0 years, male, white, stage:Stage I, alive, 43 days	8.1
TCGA-B8-4619-01A	0 years, male, white, stage:Stage I, alive, 523 days	8.1
TCGA-B0-4710-01A	0 years, female, white, stage:Stage III, alive, 1755 days	8.1
TCGA-BP-4964-01A	0 years, female, white, stage:Stage I, alive, 1862 days	8.0
TCGA-CZ-5465-01A	0 years, female, stage:Stage III, dead, 2564 days	8.0
TCGA-CZ-4865-01A	0 years, female, white, stage:Stage I, dead, 166 days	8.0
TCGA-B0-5108-01A	0 years, male, white, stage:Stage III, alive, 1782 days	7.9
TCGA-CJ-4897-01A	0 years, female, white, stage:Stage III, alive, 3341 days	7.9
TCGA-B0-5698-01A	0 years, male, black or african american, stage:Stage I, alive, 3631 days	7.8
TCGA-A3-3329-01A	0 years, male, white, stage:Stage I, alive, 1624 days	7.8
TCGA-DV-5573-01A	0 years, male, white, stage:Stage I, alive, 1130 days	7.8
TCGA-BP-4784-01A	0 years, female, white, stage:Stage I, alive, 1854 days	7.7
TCGA-CJ-5675-01A	0 years, male, white, stage:Stage II, alive, 3936 days	7.7
TCGA-B2-3923-01A	0 years, male, white, stage:Stage II, alive, 992 days	7.7
TCGA-BP-4164-01A	0 years, female, white, stage:Stage III, dead, 992 days	7.7
TCGA-A3-3319-01A	0 years, male, white, stage:Stage I, alive, 1130 days	7.7
TCGA-BP-4325-01A	0 years, female, white, stage:Stage I, alive, 2964 days	7.7
TCGA-B8-A54J-01A	0 years, male, black or african american, stage:Stage II, alive, 528 days	7.7
TCGA-CJ-5671-01A	0 years, male, white, stage:Stage I, alive, 3987 days	7.7
TCGA-BP-4994-01A	0 years, male, white, stage:Stage I, alive, 1308 days	7.6
TCGA-CZ-5470-01A	0 years, female, stage:Stage II, alive, 386 days	7.6
TCGA-BP-4174-01A	0 years, male, white, stage:Stage II, alive, 1879 days	7.6
TCGA-A3-A6NI-01A	0 years, male, black or african american, stage:Stage I, alive, 1018 days	7.6
TCGA-B0-4834-01A	0 years, male, white, stage:Stage I, dead, 2090 days	7.5
TCGA-CJ-4871-01A	0 years, male, white, stage:Stage IV, alive, 2423 days	7.4
TCGA-A3-3365-01A	0 years, male, white, stage:Stage I, alive, 873 days	7.4
TCGA-BP-4768-01A	0 years, female, white, stage:Stage I, alive, 400 days	7.4
TCGA-CJ-4884-01A	0 years, female, white, stage:Stage III, alive, 1759 days	7.3
TCGA-BP-5184-01A	0 years, male, white, stage:Stage I, alive, 1133 days	7.3
TCGA-BP-5006-01A	0 years, male, white, stage:Stage I, alive, 840 days	7.2
TCGA-CJ-4868-01A	0 years, male, white, stage:Stage IV, dead, 646 days	7.2
TCGA-B0-4852-01A	0 years, female, white, stage:Stage II, dead, 1121 days	7.2
TCGA-BP-4959-01A	0 years, male, white, stage:Stage I, alive, 2660 days	7.2
TCGA-BP-4343-01A	0 years, male, white, stage:Stage III, dead, 1912 days	7.2
TCGA-CZ-5453-01A	0 years, male, white, stage:Stage II, dead, 2419 days	7.2
TCGA-BP-4771-01A	0 years, male, white, stage:Stage IV, dead, 162 days	7.1
TCGA-AK-3433-01A	0 years, female, white, stage:Stage II, alive, 3409 days	7.1
TCGA-BP-4967-01A	0 years, male, white, stage:Stage III, alive, 205 days	7.1
TCGA-CJ-4902-01A	0 years, male, white, stage:Stage III, alive, 1520 days	7.0
TCGA-CJ-6027-01A	0 years, male, white, stage:Stage I, dead, 3615 days	7.0
TCGA-AK-3445-01A	0 years, male, white, stage:Stage III, alive, 2392 days	7.0
TCGA-A3-3358-01A	0 years, female, white, stage:Stage I, alive, 1307 days	7.0
TCGA-CJ-5672-01A	0 years, male, white, stage:Stage I, dead, 1972 days	7.0
TCGA-B8-4620-01A	0 years, female, white, stage:Stage III, alive, 777 days	7.0
TCGA-B0-4827-01A	0 years, female, white, stage:Stage III, dead, 885 days	7.0
TCGA-A3-3326-01A	0 years, male, white, stage:Stage I, alive, 1137 days	6.9
TCGA-B0-5099-01A	0 years, female, white, stage:Stage III, dead, 485 days	6.9
TCGA-B0-4696-01A	0 years, male, white, stage:Stage III, dead, 866 days	6.8
TCGA-CJ-4903-01A	0 years, male, white, stage:Stage I, alive, 1560 days	6.8
TCGA-B0-4836-01A	0 years, male, white, stage:Stage IV, dead, 1238 days	6.7
TCGA-BP-4798-01A	0 years, male, white, stage:'--, dead, 334 days	6.7
TCGA-BP-4993-01A	0 years, male, white, stage:Stage I, alive, 177 days	6.7
TCGA-CZ-5454-01A	0 years, male, white, stage:Stage IV, dead, 722 days	6.6
TCGA-B0-4816-01A	0 years, male, white, stage:Stage II, dead, 1371 days	6.6
TCGA-B8-A54G-01A	0 years, male, black or african american, stage:Stage I, alive, 53 days	6.6
TCGA-BP-4177-01A	0 years, male, white, stage:Stage I, alive, 1670 days	6.6
TCGA-BP-4342-01A	0 years, male, white, stage:Stage II, dead, 2256 days	6.6
TCGA-DV-A4W0-01A	0 years, male, black or african american, stage:Stage I, alive, 2470 days	6.6
TCGA-BP-5007-01A	0 years, male, white, stage:Stage II, alive, 1140 days	6.6
TCGA-BP-5173-01A	0 years, male, white, stage:Stage I, dead, 62 days	6.5
TCGA-B0-4701-01A	0 years, female, white, stage:Stage IV, dead, 238 days	6.4
TCGA-CJ-4895-01A	0 years, male, white, stage:Stage IV, dead, 1200 days	6.4
TCGA-B0-5077-01A	0 years, male, white, stage:Stage I, dead, 1317 days	6.4
TCGA-BP-4166-01A	0 years, male, white, stage:Stage III, alive, 13 days	6.3
TCGA-AK-3460-01A	0 years, male, white, stage:Stage I, alive, 2508 days	6.3
TCGA-BP-5196-01A	0 years, male, white, stage:Stage I, alive, 1018 days	6.2
TCGA-AK-3425-01A	0 years, male, white, stage:Stage I, alive, 3343 days	6.2
TCGA-DV-5566-01A	0 years, female, white, stage:Stage I, alive, 1398 days	6.2
TCGA-BP-5198-01A	0 years, male, white, stage:Stage III, alive, 603 days	6.2
TCGA-A3-3343-01A	0 years, male, white, stage:Stage II, alive, 945 days	6.2
TCGA-B0-4699-01A	0 years, male, white, stage:Stage IV, dead, 110 days	6.2
TCGA-B0-5692-01A	0 years, female, white, stage:Stage III, alive, 3944 days	6.1
TCGA-MW-A4EC-01A	0 years, female, black or african american, stage:Stage I, alive, 498 days	6.1
TCGA-B0-5694-01A	0 years, male, white, stage:Stage III, dead, 480 days	6.1
TCGA-CJ-5683-01A	0 years, male, white, stage:Stage I, alive, 1889 days	6.0
TCGA-BP-4774-01A	0 years, female, white, stage:Stage I, alive, 1885 days	6.0
TCGA-BP-4158-01A	0 years, male, white, stage:Stage I, alive, 3377 days	6.0
TCGA-BP-4332-01A	0 years, male, white, stage:Stage III, alive, 1133 days	6.0
TCGA-B0-4698-01A	0 years, male, white, stage:Stage IV, dead, 42 days	6.0
TCGA-CJ-4890-01A	0 years, male, white, stage:Stage IV, alive, 3519 days	5.9
TCGA-B0-5116-01A	0 years, male, white, stage:Stage III, alive, 1274 days	5.9
TCGA-A3-3313-01A	0 years, male, black or african american, stage:Stage I, dead, 735 days	5.9
TCGA-CZ-5459-01A	0 years, male, white, stage:Stage III, alive, 1683 days	5.9
TCGA-BP-4777-01A	0 years, male, white, stage:Stage I, alive, 1731 days	5.8
TCGA-A3-3316-01A	0 years, male, white, stage:Stage II, alive, 1493 days	5.8
TCGA-AK-3428-01A	0 years, male, white, stage:Stage III, alive, 3728 days	5.8
TCGA-CJ-5682-01A	0 years, male, white, stage:Stage IV, alive, 3736 days	5.7
TCGA-CZ-5452-01A	0 years, male, white, stage:Stage II, alive, 1789 days	5.7
TCGA-CZ-4853-01A	0 years, male, white, stage:Stage I, alive, 774 days	5.7
TCGA-BP-4756-01A	0 years, female, asian, stage:Stage I, alive, 374 days	5.6
TCGA-B8-4621-01A	0 years, male, black or african american, stage:Stage I, alive, 788 days	5.6
TCGA-CZ-5466-01A	0 years, male, stage:Stage III, alive, 685 days	5.6
TCGA-BP-5199-01A	0 years, male, white, stage:Stage II, alive, 1355 days	5.6
TCGA-A3-3306-01A	0 years, male, white, stage:Stage I, alive, 1120 days	5.6
TCGA-B0-5106-01A	0 years, male, white, stage:Stage I, dead, 1598 days	5.5
TCGA-CZ-4854-01A	0 years, male, white, stage:Stage I, dead, 1404 days	5.4
TCGA-BP-5168-01A	0 years, male, white, stage:Stage I, dead, 1463 days	5.4
TCGA-BP-4326-01A	0 years, female, white, stage:Stage I, dead, 1625 days	5.4
TCGA-CJ-6031-01A	0 years, male, white, stage:Stage I, alive, 1906 days	5.4
TCGA-CZ-5987-01A	0 years, male, white, stage:Stage IV, dead, 445 days	5.4
TCGA-B0-5696-01A	0 years, male, white, stage:Stage III, alive, 2609 days	5.2
TCGA-B8-5162-01A	0 years, male, white, stage:Stage II, alive, 36 days	5.2
TCGA-B0-5707-01A	0 years, female, white, stage:Stage I, alive, 3744 days	5.1
TCGA-B0-5703-01A	0 years, male, white, stage:Stage I, alive, 2246 days	5.1
TCGA-BP-5176-01A	0 years, female, white, stage:Stage I, dead, 1590 days	5.1
TCGA-B0-4814-01A	0 years, male, white, stage:Stage IV, dead, 168 days	5.1
TCGA-CJ-4872-01A	0 years, male, white, stage:Stage I, alive, 1435 days	5.0
TCGA-BP-5183-01A	0 years, male, white, stage:Stage III, alive, 1291 days	5.0
TCGA-CJ-4916-01A	0 years, female, white, stage:Stage III, alive, 1373 days	5.0
TCGA-CJ-4888-01A	0 years, male, white, stage:Stage IV, dead, 1567 days	5.0
TCGA-CJ-4636-01A	0 years, male, white, stage:Stage III, alive, 1924 days	5.0
TCGA-AK-3450-01A	0 years, female, white, stage:Stage I, alive, 1508 days	4.9
TCGA-CJ-4870-01A	0 years, female, black or african american, stage:Stage III, alive, 1498 days	4.9
TCGA-B4-5835-01A	0 years, female, white, stage:Stage I, alive, 16 days	4.9
TCGA-B0-4694-01A	0 years, male, white, stage:Stage III, dead, 106 days	4.9
TCGA-DV-5565-01A	0 years, male, white, stage:Stage I, alive, 1329 days	4.8
TCGA-BP-4804-01A	0 years, male, white, stage:Stage I, alive, 1459 days	4.8
TCGA-B0-4845-01A	0 years, male, white, stage:Stage IV, dead, 1986 days	4.8
TCGA-CZ-5460-01A	0 years, male, white, stage:Stage IV, alive, 2873 days	4.8
TCGA-BP-4329-01A	0 years, male, white, stage:Stage III, dead, 845 days	4.8
TCGA-BP-4345-01A	0 years, male, white, stage:Stage III, alive, 1516 days	4.7
TCGA-A3-3325-01A	0 years, male, white, stage:Stage I, dead, 1170 days	4.7
TCGA-B0-5399-01A	0 years, male, white, stage:Stage I, alive, 1411 days	4.6
TCGA-B8-A7U6-01A	0 years, female, black or african american, stage:Stage I, alive, 495 days	4.6
TCGA-B0-4818-01A	0 years, female, white, stage:Stage II, dead, 510 days	4.6
TCGA-A3-3363-01A	0 years, male, asian, stage:Stage II, alive, 319 days	4.5
TCGA-CJ-4885-01A	0 years, male, white, stage:Stage IV, alive, 3451 days	4.5
TCGA-B2-4098-01A	0 years, female, black or african american, stage:Stage I, dead, 51 days	4.4
TCGA-B0-5712-01A	0 years, female, black or african american, stage:Stage IV, alive, 2722 days	4.4
TCGA-B8-4151-01A	0 years, female, white, stage:Stage III, alive, 1299 days	4.4
TCGA-B0-5706-01A	0 years, male, white, stage:Stage II, alive, 3205 days	4.4
TCGA-CJ-6033-01A	0 years, female, white, stage:Stage IV, dead, 224 days	4.3
TCGA-B8-4143-01A	0 years, female, white, stage:Stage IV, dead, 709 days	4.3
TCGA-BP-5180-01A	0 years, male, white, stage:Stage I, alive, 2263 days	4.2
TCGA-AK-3429-01A	0 years, female, white, stage:Stage II, alive, 3328 days	4.2
TCGA-CW-6090-01A	0 years, male, white, stage:Stage I, alive, 2552 days	4.2
TCGA-B0-4849-01A	0 years, male, white, stage:Stage III, dead, 69 days	4.1
TCGA-CJ-4901-01A	0 years, male, white, stage:Stage III, alive, 1450 days	4.0
TCGA-B8-A54D-01A	0 years, male, black or african american, stage:Stage III, alive, 830 days	4.0
TCGA-BP-4989-01A	0 years, male, white, stage:Stage III, alive, 118 days	4.0
TCGA-BP-4349-01A	0 years, female, white, stage:Stage I, alive, 372 days	3.9
TCGA-A3-3380-01A	0 years, male, stage:Stage I, alive, 567 days	3.9
TCGA-BP-5177-01A	0 years, female, white, stage:Stage I, alive, 293 days	3.9
TCGA-CJ-4869-01A	0 years, male, white, stage:Stage III, alive, 2554 days	3.9
TCGA-CJ-4892-01A	0 years, female, white, stage:Stage I, alive, 1521 days	3.9
TCGA-B0-5081-01A	0 years, female, white, stage:Stage III, dead, 362 days	3.8
TCGA-B0-4824-01A	0 years, female, white, stage:Stage I, dead, 1657 days	3.8
TCGA-CZ-4860-01A	0 years, male, white, stage:Stage IV, dead, 206 days	3.8
TCGA-AK-3465-01A	0 years, female, black or african american, stage:Stage I, alive, 369 days	3.8
TCGA-A3-A8OV-01A	0 years, male, black or african american, stage:Stage I, alive, 340 days	3.8
TCGA-A3-3328-01A	0 years, male, white, stage:Stage I, alive, 1385 days	3.8
TCGA-3Z-A93Z-01A	0 years, male, black or african american, stage:Stage I, alive, 385 days	3.7
TCGA-BP-4759-01A	0 years, male, white, stage:Stage I, alive, 2372 days	3.7
TCGA-BP-5174-01A	0 years, female, white, stage:Stage I, alive, 2257 days	3.7
TCGA-BP-4327-01A	0 years, female, white, stage:Stage II, dead, 109 days	3.7
TCGA-BP-5009-01A	0 years, male, white, stage:Stage I, dead, 1092 days	3.6
TCGA-AK-3434-01A	0 years, male, white, stage:Stage I, alive, 2087 days	3.6
TCGA-B0-4837-01A	0 years, male, white, stage:Stage I, dead, 1378 days	3.6
TCGA-CZ-5468-01A	0 years, male, white, stage:Stage IV, dead, 59 days	3.6
TCGA-B0-4815-01A	0 years, male, white, stage:Stage III, dead, 1588 days	3.6
TCGA-BP-4355-01A	0 years, female, white, stage:Stage III, dead, 953 days	3.6
TCGA-B0-4810-01A	0 years, male, white, stage:Stage III, dead, 478 days	3.4
TCGA-BP-4962-01A	0 years, male, white, stage:Stage II, alive, 1785 days	3.4
TCGA-B0-5121-01A	0 years, male, white, stage:Stage I, alive, 1485 days	3.4
TCGA-AK-3455-01A	0 years, female, white, stage:Stage III, dead, 683 days	3.4
TCGA-B0-5083-01A	0 years, male, white, stage:Stage I, dead, 1045 days	3.4
TCGA-B0-5700-01A	0 years, male, white, stage:Stage I, alive, 1790 days	3.4
TCGA-BP-4341-01A	0 years, male, white, stage:Stage III, dead, 1589 days	3.3
TCGA-DV-5568-01A	0 years, male, white, stage:Stage I, alive, 370 days	3.3
TCGA-B0-5102-01A	0 years, female, white, stage:Stage I, dead, 2764 days	3.3
TCGA-BP-5190-01A	0 years, male, white, stage:Stage I, alive, 1011 days	3.3
TCGA-BP-5170-01A	0 years, male, white, stage:Stage I, alive, 2412 days	3.2
TCGA-CJ-4881-01A	0 years, male, white, stage:Stage III, alive, 2014 days	3.2
TCGA-B0-4700-01A	0 years, male, white, stage:Stage IV, dead, 1980 days	3.2
TCGA-BP-4352-01A	0 years, female, white, stage:Stage IV, dead, 344 days	3.2
TCGA-AK-3453-01A	0 years, female, white, stage:Stage II, alive, 2531 days	3.2
TCGA-A3-3335-01A	0 years, male, white, stage:Stage II, alive, 1886 days	3.1
TCGA-BP-4971-01A	0 years, male, white, stage:Stage III, alive, 1487 days	3.1
TCGA-CZ-4858-01A	0 years, male, white, stage:Stage II, dead, 2105 days	3.1
TCGA-B0-4718-01A	0 years, male, white, stage:Stage III, alive, 1778 days	3.0
TCGA-AK-3440-01A	0 years, male, white, stage:Stage I, alive, 2865 days	3.0
TCGA-MM-A563-01A	0 years, male, black or african american, stage:'--, alive, 591 days	3.0
TCGA-CJ-4882-01A	0 years, male, black or african american, stage:Stage III, alive, 1883 days	3.0
TCGA-CJ-5677-01A	0 years, female, white, stage:Stage IV, dead, 782 days	2.9
TCGA-MM-A84U-01A	0 years, female, black or african american, stage:Stage I, alive, 700 days	2.9
TCGA-B8-A54E-01A	0 years, female, black or african american, stage:Stage I, alive, 909 days	2.9
TCGA-A3-3346-01A	0 years, male, white, stage:Stage I, dead, 137 days	2.9
TCGA-B0-4714-01A	0 years, male, white, stage:Stage IV, dead, 99 days	2.9
TCGA-BP-5010-01A	0 years, male, white, stage:Stage III, dead, 878 days	2.9
TCGA-B0-5092-01A	0 years, female, white, stage:Stage IV, dead, 459 days	2.9
TCGA-B0-4847-01A	0 years, male, white, stage:Stage IV, dead, 793 days	2.8
TCGA-B2-4099-01A	0 years, male, white, stage:Stage I, alive, 972 days	2.8
TCGA-CJ-5679-01A	0 years, male, white, stage:Stage III, dead, 679 days	2.7
TCGA-B8-4154-01A	0 years, female, white, stage:Stage I, alive, 1380 days	2.7
TCGA-B0-4819-01A	0 years, female, white, stage:Stage IV, dead, 183 days	2.6
TCGA-BP-4351-01A	0 years, female, white, stage:Stage III, alive, 970 days	2.6
TCGA-CJ-4878-01A	0 years, female, white, stage:Stage III, alive, 2186 days	2.6
TCGA-CJ-4887-01A	0 years, male, white, stage:Stage IV, dead, 932 days	2.5
TCGA-B0-4828-01A	0 years, male, white, stage:Stage IV, dead, 307 days	2.5
TCGA-B0-5088-01A	0 years, male, white, stage:Stage I, dead, 563 days	2.5
TCGA-B0-4712-01A	0 years, male, white, stage:Stage IV, dead, 1337 days	2.4
TCGA-CJ-4912-01A	0 years, male, white, stage:Stage II, alive, 1657 days	2.4
TCGA-BP-5201-01A	0 years, male, white, stage:Stage IV, alive, 951 days	2.4
TCGA-B0-4833-01A	0 years, female, white, stage:Stage I, dead, 2386 days	2.3
TCGA-AK-3436-01A	0 years, male, white, stage:Stage IV, alive, 3331 days	2.3
TCGA-B0-4713-01A	0 years, female, white, stage:Stage III, dead, 202 days	2.3
TCGA-B0-5109-01A	0 years, male, white, stage:Stage III, dead, 587 days	2.3
TCGA-6D-AA2E-01A	0 years, female, black or african american, stage:Stage I, alive, 362 days	2.2
TCGA-BP-5178-01A	0 years, male, white, stage:Stage IV, dead, 1912 days	2.2
TCGA-CJ-5676-01A	0 years, male, white, stage:Stage III, alive, 4067 days	2.1
TCGA-BP-4335-01A	0 years, female, white, stage:Stage IV, dead, 475 days	2.1
TCGA-B0-4706-01A	0 years, male, white, stage:Stage III, dead, 65 days	2.1
TCGA-BP-4758-01A	0 years, male, white, stage:Stage I, alive, 2208 days	2.1
TCGA-B0-4842-01A	0 years, female, white, stage:Stage III, dead, 1724 days	1.9
TCGA-BP-4337-01A	0 years, female, white, stage:Stage III, dead, 2 days	1.9
TCGA-BP-4159-01A	0 years, male, white, stage:Stage I, dead, 2601 days	1.9
TCGA-B0-5098-01A	0 years, female, black or african american, stage:Stage I, dead, 1584 days	1.9
TCGA-B0-4691-01A	0 years, male, white, stage:Stage IV, dead, 139 days	1.8
TCGA-B0-4707-01A	0 years, male, white, stage:Stage III, dead, 600 days	1.8
TCGA-B0-4844-01A	0 years, male, white, stage:Stage IV, dead, 313 days	1.7
TCGA-CJ-4876-01A	0 years, male, white, stage:Stage II, alive, 1955 days	1.7
TCGA-B0-5107-01A	0 years, female, white, stage:Stage IV, dead, 927 days	1.7
TCGA-BP-4969-01A	0 years, female, white, stage:Stage I, alive, 1794 days	1.7
TCGA-CJ-4891-01A	0 years, female, white, stage:Stage III, dead, 819 days	1.7
TCGA-B0-4843-01A	0 years, male, white, stage:Stage III, dead, 320 days	1.7
TCGA-BP-4165-01A	0 years, female, white, stage:Stage I, alive, 3037 days	1.7
TCGA-CJ-4873-01A	0 years, female, white, stage:Stage III, alive, 1776 days	1.7
TCGA-A3-3374-01A	0 years, female, black or african american, stage:Stage I, alive, 1314 days	1.7
TCGA-BP-5000-01A	0 years, male, white, stage:Stage I, alive, 563 days	1.6
TCGA-BP-4799-01A	0 years, male, white, stage:Stage III, dead, 1133 days	1.6
TCGA-B0-4813-01A	0 years, male, white, stage:Stage III, dead, 18 days	1.5
TCGA-G6-A8L8-01A	0 years, female, black or african american, stage:Stage I, dead, 1091 days	1.5
TCGA-CJ-4900-01A	0 years, female, white, stage:Stage IV, dead, 1714 days	1.5
TCGA-BP-5001-01A	0 years, female, white, stage:Stage I, alive, 1177 days	1.5
TCGA-BP-4968-01A	0 years, male, white, stage:Stage I, alive, 1746 days	1.5
TCGA-AK-3454-01A	0 years, male, white, stage:Stage I, alive, 874 days	1.5
TCGA-CJ-4875-01A	0 years, male, white, stage:Stage IV, dead, 3554 days	1.5
TCGA-B0-4817-01A	0 years, male, white, stage:Stage III, dead, 1019 days	1.4
TCGA-CJ-5678-01A	0 years, male, black or african american, stage:Stage IV, dead, 574 days	1.4
TCGA-AS-3777-01A	0 years, male, white, stage:Stage I, alive, 1238 days	1.3
TCGA-BP-4776-01A	0 years, male, white, stage:Stage I, alive, 411 days	1.3
TCGA-CZ-5469-01A	0 years, male, white, stage:Stage II, dead, 946 days	1.3
TCGA-B0-5084-01A	0 years, male, white, stage:Stage IV, dead, 222 days	1.3
TCGA-B0-4821-01A	0 years, female, asian, stage:Stage III, dead, 1230 days	1.3
TCGA-B0-4697-01A	0 years, female, white, stage:Stage IV, dead, 578 days	1.3
TCGA-B8-A54I-01A	0 years, male, black or african american, stage:Stage I, alive, 150 days	1.3
TCGA-BP-4960-01A	0 years, male, white, stage:Stage II, alive, 2172 days	1.2
TCGA-BP-4992-01A	0 years, male, white, stage:Stage I, alive, 501 days	1.2
TCGA-B0-4822-01A	0 years, male, white, stage:Stage II, dead, 1111 days	1.2
TCGA-AK-3426-01A	0 years, male, white, stage:Stage III, dead, 885 days	1.2
TCGA-B0-4839-01A	0 years, female, white, stage:Stage I, dead, 1639 days	1.2
TCGA-DV-A4VX-01A	0 years, male, black or african american, stage:Stage IV, dead, 1626 days	1.2
TCGA-B0-5117-01A	0 years, male, white, stage:Stage I, alive, 1608 days	1.1
TCGA-BP-4167-01A	0 years, male, white, stage:Stage III, alive, 2718 days	1.1
TCGA-CJ-4638-01A	0 years, female, white, stage:Stage IV, dead, 431 days	1.1
TCGA-DV-A4VZ-01A	0 years, male, black or african american, stage:Stage I, alive, 365 days	1.0
TCGA-BP-5169-01A	0 years, male, white, stage:Stage I, alive, 193 days	1.0
TCGA-B0-4811-01A	0 years, male, white, stage:Stage III, dead, 1417 days	1.0
TCGA-AK-3458-01A	0 years, male, white, stage:Stage I, alive, 1168 days	1.0
TCGA-B0-5400-01A	0 years, female, white, stage:Stage III, alive, 1733 days	0.9
TCGA-BP-5175-01A	0 years, male, white, stage:Stage I, alive, 932 days	0.9
TCGA-B0-5100-01A	0 years, male, black or african american, stage:Stage III, dead, 1913 days	0.9
TCGA-B0-4841-01A	0 years, male, white, stage:Stage IV, dead, 204 days	0.8
TCGA-B0-5085-01A	0 years, female, white, stage:Stage III, dead, 770 days	0.8
TCGA-BP-4981-01A	0 years, female, white, stage:Stage III, dead, 1097 days	0.8
TCGA-G6-A8L6-01A	0 years, male, black or african american, stage:Stage IV, dead, 313 days	0.7
TCGA-MM-A564-01A	0 years, male, black or african american, stage:Stage II, alive, 607 days	0.7
TCGA-BP-4770-01A	0 years, female, white, stage:Stage IV, dead, 329 days	0.7
TCGA-AK-3427-01A	0 years, male, white, stage:Stage I, alive, 3583 days	0.5
TCGA-AK-3451-01A	0 years, male, white, stage:Stage II, alive, 2868 days	0.5
TCGA-BP-5191-01A	0 years, male, white, stage:Stage III, alive, 967 days	0.5
TCGA-G6-A5PC-01A	0 years, female, black or african american, stage:Stage IV, dead, 242 days	0.4
TCGA-BP-5185-01A	0 years, male, white, stage:Stage I, alive, 1132 days	0.4
TCGA-A3-3383-01A	0 years, male, white, stage:Stage I, alive, 861 days	0.4
TCGA-BP-4761-01A	0 years, male, white, stage:Stage III, alive, 182 days	0.4
TCGA-G6-A8L7-01A	0 years, female, black or african american, stage:Stage I, alive, 2133 days	0.3
TCGA-B0-5702-01A	0 years, male, white, stage:Stage I, alive, 2172 days	0.2
TCGA-BP-4334-01A	0 years, male, white, stage:Stage III, dead, 645 days	0.2
TCGA-AK-3447-01A	0 years, male, white, stage:Stage II, alive, 1217 days	0.2
Show allShow less

KIDNEY RENAL CLEAR CELL CARCINOMA (VALIDATION) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 14.34

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

12.6

Number of samples

100

Samples

Sample	Description	TPM
ccRCC-27	0 years, male, NA, stage:pT1aN0M0, alive, 1590 days	31.7
ccRCC-60	0 years, female, NA, stage:pT1aN0M0, alive, 1470 days	27.2
ccRCC-28	0 years, male, NA, stage:pT1bN0M0, alive, 1530 days	25.1
ccRCC-92	0 years, male, NA, stage:pT1aN0M0, alive, 3660 days	25.0
ccRCC-104	0 years, female, NA, stage:pT1aN0M0, alive, 3480 days	24.1
ccRCC-93	0 years, male, NA, stage:pT1bN0M0, alive, 3660 days	22.3
ccRCC-16	0 years, male, NA, stage:pT2N0M0, alive, 2190 days	22.2
ccRCC-72	0 years, male, NA, stage:pT1bN0M0, alive, 2760 days	22.1
ccRCC-77	0 years, male, NA, stage:pT1bN0M0, alive, 1860 days	21.7
ccRCC-11	0 years, male, NA, stage:pT1aN0M0, alive, 2370 days	21.2
ccRCC-87	0 years, male, NA, stage:pT1bN0M0, alive, 2370 days	20.7
ccRCC-20	0 years, female, NA, stage:pT3aN0M1, alive, 930 days	20.5
ccRCC-86	0 years, female, NA, stage:pT1bN0M0, alive, 3390 days	20.0
ccRCC-73	0 years, male, NA, stage:pT1aN0M0, alive, 2640 days	19.5
ccRCC-29	0 years, female, NA, stage:pT1aN0M0, alive, 1710 days	19.2
ccRCC-103	0 years, female, NA, stage:pT1aN0M0, alive, 4350 days	19.0
ccRCC-96	0 years, male, NA, stage:pT1aN0M0, alive, 3930 days	18.3
ccRCC-23	0 years, male, NA, stage:pT1bN0M0, alive, 1170 days	18.2
ccRCC-17	0 years, female, NA, stage:pT1bN0M0, alive, 2220 days	18.1
ccRCC-102	0 years, male, NA, stage:pT1bN0M0, alive, 4260 days	18.0
ccRCC-52	0 years, female, NA, stage:pT3bN0M1, alive, 1350 days	17.8
ccRCC-79	0 years, male, NA, stage:pT1bN0M0, alive, 2670 days	17.8
ccRCC-62	0 years, male, NA, stage:pT1bN0M0, alive, 1620 days	17.2
ccRCC-18	0 years, female, NA, stage:pT1aN0M0, alive, 2130 days	17.2
ccRCC-91	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	16.9
ccRCC-100	0 years, male, NA, stage:pT1aN0M0, alive, 4260 days	16.9
ccRCC-38	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	16.7
ccRCC-105	0 years, male, NA, stage:pT1aN0M0, alive, 2190 days	16.7
ccRCC-89	0 years, male, NA, stage:pT1aN0M0, alive, 3510 days	16.4
ccRCC-44	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	16.3
ccRCC-59	0 years, male, NA, stage:pT1bN0M0, alive, 930 days	16.2
ccRCC-58	0 years, male, NA, stage:pT1aN0M0, alive, 1110 days	16.1
ccRCC-7	0 years, female, NA, stage:pT2N0M0, alive, 330 days	15.6
ccRCC-85	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	15.3
ccRCC-19	0 years, female, NA, stage:pT2N0M0, alive, 2100 days	15.3
ccRCC-66	0 years, female, NA, stage:pT3bN0M1, alive, 2520 days	14.9
ccRCC-71	0 years, male, NA, stage:pT1bN0M0, alive, 2160 days	14.7
ccRCC-80	0 years, male, NA, stage:pT2N0M0, alive, 3000 days	14.6
ccRCC-54	0 years, male, NA, stage:pT1bN0M0, alive, 1200 days	14.5
ccRCC-65	0 years, male, NA, stage:pT3bN0M1, dead, 300 days	14.2
ccRCC-15	0 years, female, NA, stage:pT2N0M0, dead, 2070 days	14.1
ccRCC-106	0 years, male, NA, stage:pT1aN0M0, dead, 1890 days	13.9
ccRCC-40	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	13.6
ccRCC-35	0 years, male, NA, stage:pT1aN0M0, alive, 1380 days	13.6
ccRCC-48	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	13.5
ccRCC-31	0 years, male, NA, stage:pT1aN0M0, alive, 1560 days	13.3
ccRCC-25	0 years, male, NA, stage:pT1aN0M0, alive, 1350 days	13.1
ccRCC-30	0 years, male, NA, stage:pT2N0M0, dead, 420 days	12.8
ccRCC-76	0 years, female, NA, stage:pT3aN0M1, dead, 960 days	12.7
ccRCC-67	0 years, male, NA, stage:pT1aN0M0, dead, 1260 days	12.6
ccRCC-21	0 years, male, NA, stage:pT1bN0M0, alive, 1080 days	12.5
ccRCC-99	0 years, female, NA, stage:pT2N0M0, alive, 3330 days	12.2
ccRCC-42	0 years, male, NA, stage:pT3aN0M0, alive, 1170 days	12.2
ccRCC-34	0 years, male, NA, stage:pT3bN0M1, alive, 1530 days	12.1
ccRCC-68	0 years, male, NA, stage:pT1bN0M0, alive, 2640 days	12.0
ccRCC-5	0 years, male, NA, stage:pT1aN0M0, alive, 2940 days	11.4
ccRCC-95	0 years, male, NA, stage:pT1bN0M0, alive, 3960 days	11.4
ccRCC-83	0 years, male, NA, stage:pT1aN0M0, alive, 300 days	11.4
ccRCC-12	0 years, male, NA, stage:pT1aN0M0, alive, 900 days	11.3
ccRCC-84	0 years, male, NA, stage:pT1bN0M0, alive, 2010 days	11.0
ccRCC-13	0 years, female, NA, stage:pT3aN2M0, dead, 540 days	10.9
ccRCC-61	0 years, male, NA, stage:pT1aN0M0, alive, 1470 days	10.4
ccRCC-94	0 years, male, NA, stage:pT1bN0M0, dead, 480 days	10.3
ccRCC-82	0 years, male, NA, stage:pT1aN0M0, alive, 3090 days	10.1
ccRCC-98	0 years, male, NA, stage:pT1aN0M0, alive, 30 days	10.1
ccRCC-97	0 years, male, NA, stage:pT1aN2M1, dead, 990 days	10.0
ccRCC-53	0 years, male, NA, stage:pT1aN0M0, alive, 1260 days	10.0
ccRCC-88	0 years, male, NA, stage:pT1aN0M0, alive, 2880 days	9.6
ccRCC-22	0 years, male, NA, stage:pT3bN0M0, dead, 330 days	9.5
ccRCC-32	0 years, male, NA, stage:pT2N0M0, dead, 1320 days	9.3
ccRCC-70	0 years, male, NA, stage:pT4N0M1, dead, 540 days	8.7
ccRCC-78	0 years, female, NA, stage:pT1aN0M0, alive, 2610 days	8.7
ccRCC-90	0 years, male, NA, stage:pT1aN0M0, dead, 1170 days	8.6
ccRCC-26	0 years, male, NA, stage:pT1bN0M0, alive, 1800 days	8.2
ccRCC-24	0 years, male, NA, stage:pT3bN0M0, dead, 750 days	8.0
ccRCC-6	0 years, male, NA, stage:pT1bN0M0, alive, 2820 days	7.5
ccRCC-4	0 years, male, NA, stage:pT1bN0M0, dead, 270 days	7.3
ccRCC-10	0 years, male, NA, stage:pT3aN2M1, dead, 90 days	7.2
ccRCC-39	0 years, male, NA, stage:pT2N0M0, alive, 900 days	7.0
ccRCC-64	0 years, male, NA, stage:pT3aN0M0, alive, 2430 days	6.4
ccRCC-69	0 years, male, NA, stage:pT1aN0M0, alive, 2670 days	6.4
ccRCC-81	0 years, male, NA, stage:pT3aN2M0, dead, 1290 days	6.2
ccRCC-45	0 years, male, NA, stage:pT1aN0M0, alive, 1020 days	6.2
ccRCC-41	0 years, male, NA, stage:pT3bN0M0, dead, 540 days	5.9
ccRCC-8	0 years, male, NA, stage:pT1bN0M0, alive, 2400 days	5.9
ccRCC-75	0 years, male, NA, stage:pT3aN1M1, dead, 180 days	5.6
ccRCC-49	0 years, male, NA, stage:pT3bN0M0, alive, 1290 days	5.4
ccRCC-55	0 years, female, NA, stage:pT3bN0M0, alive, 1260 days	5.3
ccRCC-2	0 years, male, NA, stage:pT1aN0M1, dead, 2190 days	5.0
ccRCC-37	0 years, female, NA, stage:pT1aN0M0, alive, 1500 days	4.6
ccRCC-46	0 years, male, NA, stage:pT1bN0M0, alive, 990 days	4.6
ccRCC-1	0 years, female, NA, stage:pT1bN0M0, alive, 3330 days	3.9
ccRCC-3	0 years, male, NA, stage:pT3bN1M0, dead, 240 days	3.9
ccRCC-56	0 years, male, NA, stage:pT1aN0M0, alive, 1950 days	3.1
ccRCC-36	0 years, male, NA, stage:pT2N0M0, alive, 1410 days	2.8
ccRCC-14	0 years, male, NA, stage:pT3cN0M0, alive, 2280 days	2.5
ccRCC-9	0 years, male, NA, stage:pT2N1M1, dead, 360 days	2.5
ccRCC-43	0 years, female, NA, stage:pT1bN0M0, alive, 1050 days	2.3
ccRCC-51	0 years, male, NA, stage:pT3aN0M0, alive, 1410 days	1.7
ccRCC-50	0 years, male, NA, stage:pT3bN0M0, alive, 900 days	1.0
Show allShow less

KIDNEY RENAL PAPILLARY CELL CARCINOMA (TCGA) - Interactive survival scatter plotⁱ

& Survival analysisⁱ

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

Stage:

Survival analysis

Current cut offⁱ :

Best expression cut offⁱ : 2.8

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

4.8

Number of samples

282

Samples

Sample	Description	TPM
TCGA-BQ-5876-01A	0 years, male, white, stage:Stage I, alive, 586 days	44.0
TCGA-IZ-8196-01A	0 years, male, white, stage:Stage I, alive, 649 days	24.7
TCGA-BQ-5892-01A	0 years, male, white, stage:Stage I, alive, 364 days	17.3
TCGA-B9-A5W7-01A	0 years, male, black or african american, stage:Stage I, alive, 585 days	16.8
TCGA-A4-7734-01A	0 years, female, white, stage:Stage I, alive, 27 days	16.6
TCGA-B3-4103-01A	0 years, male, white, stage:Stage I, alive, 930 days	16.5
TCGA-EV-5901-01A	0 years, female, white, stage:Stage I, alive, 1040 days	15.8
TCGA-B1-A655-01A	0 years, female, white, stage:Stage I, alive, 510 days	15.7
TCGA-DW-7842-01A	0 years, male, white, stage:Stage I, alive, 92 days	15.6
TCGA-B3-3925-01A	0 years, male, white, stage:Stage III, alive, 1029 days	15.2
TCGA-HE-7130-01A	female, stage:Stage III, alive, 1770 days	15.0
TCGA-DZ-6133-01A	0 years, female, white, stage:Stage I, dead, 1557 days	14.8
TCGA-A4-7997-01A	0 years, male, white, stage:Stage I, alive, 927 days	14.6
TCGA-BQ-7051-01A	0 years, male, white, stage:Stage II, alive, 1533 days	14.5
TCGA-G7-6797-01A	0 years, male, white, stage:Stage III, alive, 765 days	14.1
TCGA-HE-7129-01A	male, stage:Stage II, alive, 2492 days	13.6
TCGA-BQ-5891-01A	0 years, female, white, stage:Stage III, alive, 29 days	13.2
TCGA-B9-5155-01A	0 years, male, white, stage:Stage III, alive, 665 days	13.0
TCGA-B3-4104-01A	0 years, male, white, stage:Stage II, alive, 1049 days	13.0
TCGA-A4-7288-01A	0 years, female, white, stage:'--, alive, 1857 days	12.6
TCGA-BQ-5879-01A	0 years, female, white, stage:Stage III, dead, 697 days	12.5
TCGA-B3-3926-01A	0 years, female, white, stage:Stage I, alive, 883 days	12.3
TCGA-BQ-5884-01A	0 years, female, black or african american, stage:Stage I, alive, 792 days	12.2
TCGA-BQ-5877-01A	0 years, male, black or african american, stage:Stage IV, dead, 270 days	11.8
TCGA-B9-5156-01A	0 years, male, white, stage:'--, alive, 1338 days	11.6
TCGA-SX-A71S-01A	0 years, female, white, stage:Stage I, alive, 1504 days	11.6
TCGA-EV-5903-01A	0 years, male, white, stage:Stage I, alive, 757 days	11.4
TCGA-BQ-5878-01A	0 years, female, white, stage:Stage III, alive, 1938 days	10.8
TCGA-DZ-6134-01A	0 years, male, white, stage:Stage I, alive, 1856 days	10.4
TCGA-BQ-5875-01A	0 years, female, white, stage:Stage III, alive, 2639 days	10.2
TCGA-DZ-6135-01A	0 years, male, stage:Stage I, alive, 2269 days	10.1
TCGA-Y8-A894-01A	0 years, female, white, stage:Stage I, alive, 567 days	9.9
TCGA-AL-3467-01A	0 years, female, white, stage:'--, alive, 2135 days	9.8
TCGA-A4-7583-01A	0 years, male, black or african american, stage:Stage I, alive, 3 days	9.7
TCGA-HE-A5NH-01A	0 years, male, stage:Stage I, alive, 791 days	9.7
TCGA-SX-A7SR-01A	0 years, male, white, stage:Stage II, alive, 805 days	9.5
TCGA-A4-7915-01A	0 years, female, black or african american, stage:Stage II, alive, 7 days	9.5
TCGA-G7-6792-01A	0 years, male, black or african american, stage:Stage I, alive, 2765 days	9.5
TCGA-B3-8121-01A	0 years, female, black or african american, stage:Stage I, alive, 379 days	9.4
TCGA-G7-A8LE-01A	0 years, male, white, stage:Stage I, alive, 2453 days	9.4
TCGA-Y8-A8S0-01A	0 years, male, white, stage:Stage I, alive, 183 days	9.0
TCGA-DZ-6132-01A	0 years, male, stage:Stage I, alive, 2460 days	8.8
TCGA-B9-4117-01A	0 years, female, black or african american, stage:'--, alive, 14 days	8.7
TCGA-A4-7828-01A	0 years, female, black or african american, stage:Stage I, alive, 238 days	8.7
TCGA-B9-4116-01A	0 years, female, black or african american, stage:'--, alive, 627 days	8.7
TCGA-5P-A9KC-01A	0 years, female, white, stage:'--, alive, 377 days	8.5
TCGA-UZ-A9PU-01A	0 years, male, white, stage:Stage I, dead, 933 days	8.5
TCGA-UZ-A9PS-01A	0 years, female, black or african american, stage:Stage II, alive, 2167 days	8.5
TCGA-G7-6793-01A	0 years, female, white, stage:Stage IV, dead, 336 days	8.4
TCGA-F9-A97G-01A	0 years, male, asian, stage:Stage III, alive, 13 days	8.2
TCGA-UZ-A9PR-01A	0 years, male, white, stage:Stage I, alive, 2191 days	8.2
TCGA-GL-A9DC-01A	0 years, female, white, stage:Stage I, alive, 392 days	8.2
TCGA-2Z-A9J9-01A	0 years, male, black or african american, stage:Stage I, alive, 2294 days	8.1
TCGA-EV-5902-01A	0 years, male, white, stage:Stage I, alive, 578 days	7.8
TCGA-V9-A7HT-01A	0 years, male, black or african american, stage:Stage II, alive, 965 days	7.7
TCGA-5P-A9JV-01A	0 years, male, white, stage:'--, alive, 2043 days	7.7
TCGA-BQ-7061-01A	0 years, female, white, stage:Stage I, alive, 218 days	7.6
TCGA-2Z-A9JJ-01A	0 years, female, white, stage:Stage I, alive, 1213 days	7.6
TCGA-Y8-A896-01A	0 years, male, white, stage:Stage III, alive, 567 days	7.6
TCGA-DZ-6131-01A	0 years, male, white, stage:Stage III, alive, 2429 days	7.4
TCGA-BQ-7050-01A	0 years, female, white, stage:Stage I, alive, 1864 days	7.3
TCGA-BQ-7060-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days	7.3
TCGA-A4-A5Y1-01A	0 years, male, white, stage:Stage III, dead, 395 days	7.3
TCGA-PJ-A5Z8-01A	0 years, female, white, stage:Stage I, alive, 600 days	7.3
TCGA-A4-8098-01A	0 years, male, black or african american, stage:Stage I, alive, 896 days	7.2
TCGA-B9-A5W9-01A	0 years, male, white, stage:Stage I, alive, 5 days	7.1
TCGA-A4-A4ZT-01A	0 years, female, white, stage:Stage I, alive, 516 days	7.1
TCGA-GL-8500-01A	0 years, male, white, stage:Stage I, alive, 841 days	7.1
TCGA-2Z-A9JG-01A	0 years, male, white, stage:Stage I, alive, 1662 days	7.1
TCGA-SX-A7SQ-01A	0 years, male, white, stage:Stage I, alive, 1266 days	7.0
TCGA-UZ-A9PJ-01A	0 years, male, white, stage:Stage I, dead, 797 days	6.8
TCGA-A4-8630-01A	0 years, female, white, stage:Stage I, alive, 436 days	6.8
TCGA-P4-A5E7-01A	0 years, female, white, stage:Stage I, alive, 2649 days	6.8
TCGA-BQ-7049-01A	0 years, female, white, stage:Stage I, dead, 1364 days	6.7
TCGA-GL-7773-01A	0 years, male, white, stage:Stage I, alive, 393 days	6.6
TCGA-G7-7501-01A	0 years, female, black or african american, stage:Stage III, dead, 624 days	6.5
TCGA-UN-AAZ9-01A	0 years, female, black or african american, stage:Stage I, alive, 548 days	6.4
TCGA-A4-8516-01A	0 years, male, white, stage:Stage III, alive, 23 days	6.4
TCGA-5P-A9KH-01A	0 years, male, white, stage:'--, alive, 2051 days	6.3
TCGA-B9-A8YH-01A	0 years, male, black or african american, stage:Stage I, alive, 532 days	6.3
TCGA-BQ-7055-01A	0 years, male, white, stage:Stage I, alive, 799 days	6.2
TCGA-BQ-7046-01A	0 years, male, white, stage:Stage I, alive, 2948 days	6.1
TCGA-DW-7838-01A	0 years, male, white, stage:Stage I, alive, 744 days	6.1
TCGA-A4-8517-01A	0 years, male, white, stage:Stage I, alive, 597 days	6.0
TCGA-A4-7585-01A	0 years, male, white, stage:Stage III, dead, 1070 days	6.0
TCGA-BQ-7053-01A	0 years, female, black or african american, stage:Stage III, alive, 1516 days	6.0
TCGA-BQ-7062-01A	0 years, male, black or african american, stage:Stage I, alive, 116 days	6.0
TCGA-A4-8311-01A	0 years, male, white, stage:Stage I, alive, 729 days	6.0
TCGA-AL-3471-01A	0 years, male, white, stage:Stage I, dead, 1500 days	5.9
TCGA-SX-A7SL-01A	0 years, male, stage:Stage I, alive, 823 days	5.8
TCGA-UZ-A9Q1-01A	0 years, female, white, stage:Stage I, alive, 730 days	5.8
TCGA-GL-7966-01A	0 years, female, white, stage:Stage III, alive, 112 days	5.8
TCGA-UZ-A9PQ-01A	0 years, male, black or african american, stage:Stage III, dead, 2624 days	5.8
TCGA-HE-A5NJ-01A	0 years, male, stage:'--, alive, 1726 days	5.8
TCGA-2Z-A9JD-01A	0 years, male, white, stage:Stage I, alive, 1060 days	5.7
TCGA-5P-A9K6-01A	0 years, male, white, stage:'--, alive, 1914 days	5.7
TCGA-5P-A9KA-01A	0 years, male, white, stage:'--, alive, 395 days	5.7
TCGA-BQ-7059-01A	0 years, male, white, stage:Stage I, alive, 232 days	5.6
TCGA-KV-A74V-01A	0 years, male, white, stage:Stage I, alive, 347 days	5.5
TCGA-BQ-7045-01A	0 years, male, black or african american, stage:Stage I, dead, 1468 days	5.5
TCGA-UZ-A9PN-01A	0 years, male, white, stage:Stage III, dead, 1136 days	5.5
TCGA-A4-A5Y0-01A	0 years, female, white, stage:Stage I, alive, 252 days	5.5
TCGA-2Z-A9JK-01A	0 years, male, white, stage:Stage III, alive, 1186 days	5.4
TCGA-O9-A75Z-01A	0 years, male, white, stage:Stage I, alive, 471 days	5.4
TCGA-P4-A5EB-01A	0 years, male, white, stage:Stage I, alive, 2477 days	5.4
TCGA-A4-8515-01A	0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days	5.3
TCGA-Y8-A897-01A	0 years, female, white, stage:Stage I, alive, 549 days	5.3
TCGA-A4-7584-01A	0 years, male, black or african american, stage:Stage I, alive, 650 days	5.3
TCGA-MH-A55W-01A	0 years, male, black or african american, stage:Stage I, alive, 1043 days	5.3
TCGA-A4-A5XZ-01A	0 years, female, white, stage:Stage II, alive, 479 days	5.3
TCGA-DW-7839-01A	0 years, female, white, stage:Stage I, alive, 419 days	5.3
TCGA-B1-5398-01A	0 years, male, white, stage:Stage III, alive, 1251 days	5.3
TCGA-GL-A9DE-01A	0 years, male, black or african american, stage:Stage I, alive, 496 days	5.2
TCGA-IA-A83W-01A	0 years, male, white, stage:Stage I, dead, 2043 days	5.1
TCGA-B1-A657-01A	0 years, male, white, stage:Stage I, alive, 641 days	5.0
TCGA-BQ-5882-01A	0 years, male, stage:Stage III, dead, 658 days	4.9
TCGA-2Z-A9JR-01A	0 years, male, white, stage:Stage I, alive, 161 days	4.7
TCGA-SX-A71U-01A	0 years, male, white, stage:Stage I, alive, 1357 days	4.7
TCGA-UZ-A9PX-01A	0 years, male, white, stage:Stage I, alive, 1981 days	4.7
TCGA-UZ-A9PV-01A	0 years, male, white, stage:Stage I, alive, 1444 days	4.6
TCGA-2Z-A9JL-01A	0 years, male, black or african american, stage:Stage I, alive, 1006 days	4.6
TCGA-B9-4113-01A	0 years, male, black or african american, stage:Stage I, dead, 1536 days	4.6
TCGA-G7-A4TM-01A	0 years, male, black or african american, stage:Stage I, alive, 768 days	4.5
TCGA-5P-A9JU-01A	0 years, male, white, stage:Stage III, alive, 373 days	4.4
TCGA-SX-A71V-01A	0 years, male, white, stage:Stage I, alive, 876 days	4.4
TCGA-5P-A9K8-01A	0 years, female, white, stage:'--, alive, 1309 days	4.3
TCGA-GL-A59R-01A	0 years, male, white, stage:Stage III, alive, 378 days	4.3
TCGA-F9-A8NY-01A	0 years, female, asian, stage:Stage IV, alive, 36 days	4.3
TCGA-UZ-A9PK-01A	0 years, male, white, stage:Stage I, alive, 3571 days	4.2
TCGA-A4-7286-01A	0 years, male, white, stage:'--, alive, 554 days	4.2
TCGA-UZ-A9PO-01A	0 years, male, white, stage:Stage I, alive, 1911 days	4.1
TCGA-HE-A5NF-01A	0 years, male, stage:Stage I, alive, 2582 days	4.1
TCGA-G7-6789-01A	0 years, female, white, stage:Stage IV, dead, 122 days	4.1
TCGA-Y8-A8RY-01A	0 years, male, white, stage:Stage I, alive, 769 days	4.0
TCGA-SX-A71W-01A	0 years, male, white, stage:Stage I, alive, 1076 days	3.9
TCGA-SX-A7SS-01A	0 years, male, white, stage:Stage I, alive, 1615 days	3.9
TCGA-SX-A7SO-01A	0 years, male, white, stage:Stage I, alive, 1257 days	3.8
TCGA-DW-7837-01A	0 years, male, black or african american, stage:Stage I, alive, 1142 days	3.8
TCGA-BQ-5893-01A	0 years, male, white, stage:Stage IV, dead, 241 days	3.8
TCGA-5P-A9K9-01A	0 years, female, white, stage:'--, dead, 589 days	3.8
TCGA-2Z-A9J8-01A	0 years, male, white, stage:Stage I, alive, 2790 days	3.8
TCGA-DW-7841-01A	0 years, male, black or african american, stage:Stage I, alive, 445 days	3.5
TCGA-GL-A9DD-01A	0 years, male, white, stage:Stage I, alive, 341 days	3.5
TCGA-AT-A5NU-01A	0 years, male, white, stage:Stage I, alive, 67 days	3.5
TCGA-5P-A9JZ-01A	0 years, female, white, stage:'--, alive, 2744 days	3.5
TCGA-2Z-A9JN-01A	0 years, female, black or african american, stage:Stage I, alive, 740 days	3.5
TCGA-MH-A855-01A	0 years, female, black or african american, stage:Stage II, alive, 369 days	3.5
TCGA-AL-3468-01A	0 years, male, white, stage:Stage II, dead, 2331 days	3.5
TCGA-B3-A6W5-01A	0 years, male, black or african american, stage:Stage I, alive, 309 days	3.2
TCGA-BQ-7044-01A	0 years, male, white, stage:Stage III, alive, 3760 days	3.2
TCGA-BQ-5894-01A	0 years, male, stage:Stage IV, alive, 84 days	3.2
TCGA-A4-8310-01A	0 years, male, white, stage:Stage III, alive, 780 days	3.2
TCGA-UZ-A9Q0-01A	0 years, male, white, stage:Stage I, alive, 3368 days	3.2
TCGA-UZ-A9PZ-01A	0 years, male, white, stage:Stage III, alive, 657 days	3.2
TCGA-A4-8312-01A	0 years, male, black or african american, stage:Stage I, alive, 708 days	3.1
TCGA-F9-A7Q0-01A	0 years, female, asian, stage:Stage I, alive, 398 days	3.1
TCGA-G7-A8LC-01A	0 years, male, white, stage:Stage I, alive, 702 days	3.0
TCGA-BQ-5883-01A	0 years, female, black or african american, stage:Stage I, alive, 1242 days	3.0
TCGA-A4-7732-01A	0 years, male, black or african american, stage:'--, alive, 582 days	3.0
TCGA-B1-7332-01A	0 years, female, black or african american, stage:Stage II, alive, 1141 days	3.0
TCGA-5P-A9K0-01A	0 years, male, white, stage:'--, alive, 677 days	3.0
TCGA-BQ-7048-01A	0 years, male, white, stage:Stage III, alive, 2839 days	3.0
TCGA-2Z-A9JM-01A	0 years, male, white, stage:Stage I, alive, 934 days	3.0
TCGA-SX-A7SU-01A	0 years, male, stage:Stage I, alive, 1331 days	2.9
TCGA-MH-A561-01A	0 years, male, white, stage:Stage I, alive, 841 days	2.9
TCGA-UZ-A9PM-01A	0 years, male, white, stage:Stage II, alive, 3811 days	2.9
TCGA-UZ-A9PP-01A	0 years, male, white, stage:Stage I, alive, 3010 days	2.9
TCGA-Y8-A895-01A	0 years, male, white, stage:Stage I, alive, 484 days	2.8
TCGA-HE-A5NL-01A	0 years, male, stage:Stage I, alive, 767 days	2.8
TCGA-A4-7287-01A	0 years, female, white, stage:Stage I, dead, 597 days	2.8
TCGA-A4-8518-01A	0 years, male, white, stage:Stage I, alive, 600 days	2.8
TCGA-AL-3466-01A	0 years, male, white, stage:Stage IV, dead, 293 days	2.7
TCGA-BQ-5890-01A	0 years, male, white, stage:Stage III, alive, 233 days	2.7
TCGA-SX-A7SP-01A	0 years, female, white, stage:Stage I, dead, 496 days	2.7
TCGA-B9-A69E-01A	0 years, male, white, stage:Stage III, alive, 452 days	2.7
TCGA-2Z-A9JS-01A	0 years, male, white, stage:Stage I, dead, 492 days	2.6
TCGA-DW-5561-01A	0 years, male, black or african american, stage:Stage I, alive, 414 days	2.6
TCGA-2Z-A9J3-01A	0 years, male, white, stage:Stage II, dead, 1771 days	2.5
TCGA-SX-A7SN-01A	0 years, male, white, stage:Stage I, alive, 578 days	2.5
TCGA-A4-A5DU-01A	0 years, female, white, stage:Stage I, alive, 496 days	2.5
TCGA-4A-A93X-01A	0 years, male, white, stage:Stage IV, alive, 390 days	2.5
TCGA-MH-A857-01A	0 years, male, black or african american, stage:Stage I, alive, 890 days	2.4
TCGA-DW-7836-01A	0 years, male, white, stage:Stage I, alive, 1093 days	2.4
TCGA-F9-A4JJ-01A	0 years, female, black or african american, stage:Stage III, dead, 325 days	2.3
TCGA-SX-A7SM-01A	0 years, male, black or african american, stage:Stage IV, dead, 363 days	2.3
TCGA-P4-AAVM-01A	0 years, male, white, stage:Stage I, alive, 1539 days	2.3
TCGA-2K-A9WE-01A	0 years, male, white, stage:Stage II, alive, 214 days	2.3
TCGA-B9-A5W8-01A	0 years, male, black or african american, stage:Stage II, alive, 524 days	2.3
TCGA-IZ-8195-01A	0 years, male, white, stage:Stage II, alive, 677 days	2.3
TCGA-SX-A71R-01A	0 years, male, white, stage:Stage I, alive, 1457 days	2.2
TCGA-AL-3473-01A	0 years, male, white, stage:Stage II, alive, 1906 days	2.2
TCGA-5P-A9K4-01A	0 years, male, white, stage:'--, alive, 2184 days	2.1
TCGA-5P-A9KF-01A	0 years, male, white, stage:'--, alive, 845 days	2.1
TCGA-P4-A5E8-01A	0 years, male, white, stage:Stage III, dead, 1306 days	2.1
TCGA-4A-A93Y-01A	0 years, female, black or african american, stage:Stage II, alive, 352 days	2.1
TCGA-DW-7840-01A	0 years, male, black or african american, stage:Stage I, alive, 114 days	2.1
TCGA-J7-6720-01A	0 years, male, asian, stage:Stage I, alive, 388 days	2.0
TCGA-BQ-5887-01A	0 years, male, white, stage:Stage III, alive, 771 days	2.0
TCGA-GL-A59T-01A	0 years, male, white, stage:Stage I, alive, 546 days	1.9
TCGA-A4-A57E-01A	0 years, male, white, stage:Stage IV, dead, 258 days	1.9
TCGA-2Z-A9J6-01A	0 years, male, white, stage:Stage I, alive, 1731 days	1.9
TCGA-B9-A8YI-01A	0 years, male, black or african american, stage:Stage I, alive, 374 days	1.8
TCGA-IA-A40Y-01A	0 years, female, white, stage:Stage III, alive, 62 days	1.6
TCGA-MH-A856-01A	0 years, male, white, stage:Stage I, alive, 947 days	1.5
TCGA-4A-A93W-01A	0 years, female, white, stage:Stage I, alive, 4 days	1.5
TCGA-2Z-A9J1-01A	0 years, male, white, stage:Stage I, alive, 2298 days	1.5
TCGA-HE-A5NK-01A	0 years, male, stage:'--, alive, 2228 days	1.4
TCGA-BQ-7056-01A	0 years, female, white, stage:Stage III, alive, 612 days	1.4
TCGA-PJ-A5Z9-01A	0 years, female, white, stage:Stage I, alive, 540 days	1.4
TCGA-B9-A44B-01A	0 years, male, black or african american, stage:Stage III, alive, 361 days	1.4
TCGA-HE-A5NI-01A	0 years, male, stage:Stage I, alive, 360 days	1.4
TCGA-2Z-A9JO-01A	0 years, female, black or african american, stage:Stage I, alive, 949 days	1.3
TCGA-5P-A9KE-01A	0 years, male, white, stage:'--, alive, 824 days	1.3
TCGA-A4-A6HP-01A	0 years, male, white, stage:Stage I, alive, 379 days	1.2
TCGA-IA-A83S-01A	0 years, male, white, stage:'--, dead, 2609 days	1.2
TCGA-KV-A6GD-01A	0 years, male, white, stage:Stage I, alive, 560 days	1.2
TCGA-DW-7834-01A	0 years, male, white, stage:Stage I, alive, 3950 days	1.2
TCGA-WN-A9G9-01A	0 years, male, white, stage:Stage I, alive, 791 days	1.2
TCGA-BQ-5880-01A	0 years, male, white, stage:Stage III, dead, 1314 days	1.2
TCGA-BQ-5888-01A	0 years, female, white, stage:Stage I, alive, 403 days	1.2
TCGA-B9-4617-01A	0 years, male, black or african american, stage:'--, alive, 35 days	1.1
TCGA-BQ-5889-01A	0 years, male, white, stage:Stage IV, dead, 329 days	1.0
TCGA-UZ-A9PL-01A	0 years, male, white, stage:Stage II, alive, 3152 days	1.0
TCGA-IA-A83V-01A	0 years, male, white, stage:Stage I, dead, 2941 days	1.0
TCGA-DW-5560-01A	0 years, female, white, stage:Stage I, alive, 1486 days	1.0
TCGA-AL-7173-01A	0 years, female, white, stage:Stage IV, alive, 2060 days	1.0
TCGA-5P-A9JY-01A	0 years, male, white, stage:'--, dead, 1508 days	1.0
TCGA-B1-A47O-01A	0 years, female, white, stage:Stage I, alive, 842 days	1.0
TCGA-IA-A40U-01A	0 years, male, white, stage:Stage III, alive, 511 days	0.9
TCGA-B1-A47N-01A	0 years, male, white, stage:Stage I, alive, 1110 days	0.9
TCGA-2Z-A9J7-01A	0 years, male, white, stage:Stage IV, dead, 139 days	0.9
TCGA-IA-A83T-01A	0 years, male, white, stage:'--, dead, 2684 days	0.8
TCGA-B9-4115-01A	0 years, male, black or african american, stage:Stage I, alive, 803 days	0.8
TCGA-Y8-A898-01A	0 years, male, white, stage:Stage I, alive, 475 days	0.8
TCGA-G7-6796-01A	0 years, male, white, stage:Stage I, alive, 2173 days	0.8
TCGA-Y8-A8S1-01A	0 years, male, white, stage:Stage I, alive, 404 days	0.7
TCGA-AL-3472-01A	0 years, male, black or african american, stage:'--, alive, 2029 days	0.6
TCGA-B1-A47M-01A	0 years, male, black or african american, stage:Stage III, alive, 659 days	0.6
TCGA-B9-4114-01A	0 years, male, black or african american, stage:'--, alive, 857 days	0.6
TCGA-2Z-A9JE-01A	0 years, male, white, stage:Stage I, alive, 1728 days	0.6
TCGA-BQ-7058-01A	0 years, male, white, stage:Stage III, dead, 343 days	0.6
TCGA-GL-6846-01A	0 years, male, white, stage:Stage IV, alive, 5925 days	0.6
TCGA-BQ-5885-01A	0 years, male, white, stage:Stage III, alive, 921 days	0.5
TCGA-G7-A8LB-01A	0 years, male, white, stage:Stage IV, alive, 547 days	0.5
TCGA-P4-A5E6-01A	0 years, male, black or african american, stage:Stage III, alive, 3035 days	0.5
TCGA-5P-A9JW-01A	0 years, male, white, stage:'--, alive, 3241 days	0.4
TCGA-P4-A5EA-01A	0 years, female, white, stage:Stage III, dead, 201 days	0.4
TCGA-J7-A8I2-01A	0 years, male, asian, stage:Stage I, alive, 307 days	0.4
TCGA-5P-A9K3-01A	0 years, male, white, stage:'--, dead, 471 days	0.4
TCGA-MH-A55Z-01A	0 years, male, black or african american, stage:Stage I, alive, 845 days	0.4
TCGA-B1-A654-01A	0 years, female, black or african american, stage:Stage I, alive, 616 days	0.4
TCGA-IZ-A6M9-01A	0 years, male, white, stage:Stage I, alive, 376 days	0.4
TCGA-P4-AAVO-01A	0 years, male, white, stage:Stage I, alive, 2400 days	0.3
TCGA-P4-A5ED-01A	0 years, male, white, stage:Stage I, alive, 2816 days	0.3
TCGA-G7-6795-01A	0 years, male, white, stage:Stage I, alive, 1194 days	0.3
TCGA-WN-AB4C-01A	0 years, female, white, stage:Stage I, alive, 1188 days	0.3
TCGA-2Z-A9J5-01A	0 years, male, white, stage:Stage II, alive, 3050 days	0.3
TCGA-BQ-5886-01A	0 years, male, white, stage:Stage III, alive, 792 days	0.2
TCGA-2Z-A9JQ-01A	0 years, male, white, stage:Stage I, alive, 778 days	0.2
TCGA-2Z-A9JP-01A	0 years, male, white, stage:Stage I, alive, 893 days	0.2
TCGA-MH-A854-01A	0 years, female, black or african american, stage:Stage I, alive, 536 days	0.2
TCGA-F9-A7VF-01A	0 years, female, white, stage:Stage I, alive, 73 days	0.2
TCGA-MH-A562-01A	0 years, male, black or african american, stage:Stage I, alive, 616 days	0.2
TCGA-2Z-A9J2-01A	0 years, female, white, stage:Stage I, alive, 1795 days	0.2
TCGA-B1-A656-01A	0 years, male, white, stage:Stage I, alive, 618 days	0.2
TCGA-IZ-A6M8-01A	0 years, male, black or african american, stage:Stage I, alive, 497 days	0.2
TCGA-AL-A5DJ-01A	0 years, female, white, stage:Stage III, dead, 1498 days	0.1
TCGA-2Z-A9JT-01A	0 years, male, white, stage:Stage I, alive, 684 days	0.1
TCGA-Q2-A5QZ-01A	0 years, female, black or african american, stage:Stage III, alive, 428 days	0.1
TCGA-G7-A8LD-01A	0 years, male, white, stage:Stage III, dead, 514 days	0.0
TCGA-P4-AAVL-01A	0 years, male, white, stage:Stage III, dead, 487 days	0.0
TCGA-GL-A4EM-01A	0 years, male, white, stage:Stage I, alive, 32 days	0.0
TCGA-5P-A9K2-01A	0 years, male, white, stage:'--, alive, 2392 days	0.0
TCGA-2Z-A9JI-01A	0 years, male, white, stage:Stage III, alive, 1567 days	0.0
TCGA-J7-8537-01A	0 years, female, asian, stage:Stage III, dead, 321 days	0.0
TCGA-A4-A48D-01A	0 years, male, black or african american, stage:Stage I, alive, 379 days	0.0
TCGA-Y8-A8RZ-01A	0 years, male, white, stage:Stage I, alive, 205 days	0.0
TCGA-IA-A40X-01A	0 years, female, black or african american, stage:Stage I, alive, 608 days	0.0
TCGA-BQ-5881-01A	0 years, male, white, stage:Stage I, alive, 1454 days	0.0
TCGA-P4-AAVK-01A	0 years, male, white, stage:Stage III, alive, 1590 days	0.0
TCGA-MH-A560-01A	0 years, male, white, stage:Stage I, alive, 924 days	0.0
TCGA-KV-A6GE-01A	0 years, male, white, stage:Stage I, alive, 885 days	0.0
Show allShow less

RENAL CELL CARCINOMA - Protein relative expression (CPTAC)

Number of samples

194

Samples

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

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 HPA031106	Antibody HPA031107
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