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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
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DFFA is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
20.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
51.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
49.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
45.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
44.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
42.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
41.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
39.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
38.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
37.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
36.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
32.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
31.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
30.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
29.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
29.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
29.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
28.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
24.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
24.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
22.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
22.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
20.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
20.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
20.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
19.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
19.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
19.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
19.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
18.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
17.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
17.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
16.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
16.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
16.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
15.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
14.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
14.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
13.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
13.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
12.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
12.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
11.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
11.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
11.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
11.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
11.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
11.5
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
11.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
11.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
10.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
10.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
10.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
10.1
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
9.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
9.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
9.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
8.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
8.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
7.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
7.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
6.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
6.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
6.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
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
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DFFA is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
13.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
31.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
29.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
26.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
26.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
26.4
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
25.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
24.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
23.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
23.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
22.5
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
22.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
22.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
22.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
22.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
22.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
22.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
21.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
21.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
21.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
21.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
21.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
21.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
21.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
21.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
21.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
20.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
20.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
20.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
20.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
20.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
20.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
20.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
20.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
19.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
19.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
19.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
19.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
19.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
19.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
19.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
19.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
19.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
19.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
18.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
18.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
18.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
18.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
18.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
18.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
18.6
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
18.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
18.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
18.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
18.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
18.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
18.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
18.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
18.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
18.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
18.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
18.1
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
18.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
18.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
18.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
18.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
18.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
17.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
17.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
17.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
17.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
17.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
17.7
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
17.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
17.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
17.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
17.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
17.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
17.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
17.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
17.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
17.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
17.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
17.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
17.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
17.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
17.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
17.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
17.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
17.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
17.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
17.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
17.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
17.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
17.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
16.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
16.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
16.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
16.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
16.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
16.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
16.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
16.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
16.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
16.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
16.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
16.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
16.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
16.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
16.5
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
16.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
16.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
16.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
16.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
16.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
16.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
16.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
16.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
16.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
16.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
16.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
16.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
16.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
16.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
16.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
15.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
15.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
15.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
15.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
15.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
15.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
15.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
15.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
15.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
15.6
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
15.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
15.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
15.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
15.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
15.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
15.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
15.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
15.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
15.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
15.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
15.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
15.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
15.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
15.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
15.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
15.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
15.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
15.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
15.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
15.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
15.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
15.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
15.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
15.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
15.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
15.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
15.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
15.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
15.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
15.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
15.0
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
14.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
14.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
14.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
14.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
14.8
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
14.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
14.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
14.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
14.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
14.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
14.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
14.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
14.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
14.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
14.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
14.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
14.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
14.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
14.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
14.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
14.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
14.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
14.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
14.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
14.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
14.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
14.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
14.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
14.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
14.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
14.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
14.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
14.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
14.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
14.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
14.3
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
14.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
14.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
14.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
14.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
14.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
14.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
14.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
14.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
14.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
14.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
14.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
14.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
14.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
13.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
13.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
13.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
13.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
13.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
13.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
13.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
13.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
13.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
13.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
13.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
13.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
13.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
13.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
13.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
13.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
13.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
13.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
13.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.4
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
13.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
13.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
13.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
13.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
13.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
13.2
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
13.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
13.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
13.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
13.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
13.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
13.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
13.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
13.1
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
13.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
13.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
13.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
13.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
13.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
13.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
13.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
13.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
13.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
13.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
12.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
12.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
12.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
12.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
12.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
12.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
12.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
12.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.8
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
12.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
12.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
12.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
12.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
12.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
12.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
12.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
12.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
12.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
12.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
12.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
12.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
12.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
12.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
12.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
12.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
12.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
12.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
12.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
12.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
12.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
12.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
12.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
12.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
12.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
12.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
12.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
12.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
12.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
12.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
12.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
12.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
12.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
12.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
12.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
12.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
12.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
12.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
12.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
12.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
12.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
12.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
11.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
11.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
11.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
11.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
11.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
11.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
11.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
11.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
11.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
11.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
11.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
11.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
11.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
11.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
11.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
11.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
11.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
11.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
11.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
11.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
11.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
11.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
11.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
11.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
11.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
11.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
11.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
11.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
11.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
11.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
11.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
11.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
11.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
11.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
11.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
11.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
11.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
11.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
11.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
11.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
11.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
11.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
10.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
10.9
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
10.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
10.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
10.8
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
10.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
10.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
10.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
10.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
10.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
10.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
10.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
10.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
10.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
10.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
10.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
10.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
10.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
10.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
10.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
10.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
10.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
10.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
10.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
10.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
10.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
10.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
10.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
9.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
9.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
9.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
9.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
9.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
9.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
9.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
9.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
9.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
9.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
9.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
9.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
9.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
9.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
9.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
9.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
9.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
9.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
9.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
9.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
9.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
9.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
9.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
9.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
9.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
9.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
9.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
9.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
9.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
9.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
9.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
9.0
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
9.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
9.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
9.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
9.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
8.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
8.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
8.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
8.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
8.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
8.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
8.7
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
8.7
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
8.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
8.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
8.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
8.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
8.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
8.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
8.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
8.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
8.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
8.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
8.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
8.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
8.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
8.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
8.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
7.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
7.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
7.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
7.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
7.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
7.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
7.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
7.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
7.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
7.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
7.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
7.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
7.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
7.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
7.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
7.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
7.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
7.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
7.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
7.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
6.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
6.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
6.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
6.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
6.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
6.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
6.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
6.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
6.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
6.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
6.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
6.1
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
6.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
6.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
6.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
6.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
5.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
5.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
5.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
5.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
5.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
5.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
5.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
5.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
5.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.3
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
5.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
5.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
4.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
4.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
4.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
4.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
3.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
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
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DFFA is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
15.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
43.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
27.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
24.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
23.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
23.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
22.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
22.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
21.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
21.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
20.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
20.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
20.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
19.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
19.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
19.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
19.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
19.3
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
19.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
19.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
19.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
18.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
18.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
18.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
18.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
18.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
18.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
18.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
18.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
18.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
17.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
17.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
17.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
17.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
17.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
17.4
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
17.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
17.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
17.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
16.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
16.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
16.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
16.6
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
16.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
16.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
15.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
15.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
15.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
15.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
15.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
15.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
14.8
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
14.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
14.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
14.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
14.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
14.4
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
14.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
14.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
14.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
14.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
13.9
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
13.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
13.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
13.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
13.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
13.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
13.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
12.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
12.8
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
12.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
12.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
12.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
12.5
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
12.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
11.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
11.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
11.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
11.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
11.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
11.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
11.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
10.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
10.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
10.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
10.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
10.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
10.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
10.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
10.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
10.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
9.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
9.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
9.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
9.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
9.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
8.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
8.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
8.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
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
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DFFA is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
16.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
56.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
53.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
45.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
44.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
43.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
39.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
39.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
35.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
35.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
34.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
34.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
33.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
33.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
32.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
31.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
31.8
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
31.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
31.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
31.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
30.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
30.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
30.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
30.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
29.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
29.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
29.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
28.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
28.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
28.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
28.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
28.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
28.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
27.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
27.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
26.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
25.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
25.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
25.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
25.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
24.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
24.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
24.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
24.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
23.9
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
23.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
23.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
23.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
23.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
23.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
23.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
23.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
23.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
22.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
22.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
21.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
21.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
21.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
21.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
21.4
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
21.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
21.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
21.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
21.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
20.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
20.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
20.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
20.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
20.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
19.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
19.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
19.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
19.7
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
19.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
19.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
19.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
19.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
19.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
19.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
19.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
19.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
18.9
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
18.9
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
18.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
18.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
18.8
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
18.8
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
18.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
18.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
18.5
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
18.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
18.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
18.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
18.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
17.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
17.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
17.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
17.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
17.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
17.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
17.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
17.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
17.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
17.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
17.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
16.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
16.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
16.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
16.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
16.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
16.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
16.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
16.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
16.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
16.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
16.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
16.1
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
16.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
16.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
16.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
15.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
15.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
15.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
15.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
15.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
15.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
15.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
15.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
15.4
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
15.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
15.4
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
15.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
15.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
15.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
15.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
15.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
15.1
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
15.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
15.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
15.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
15.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
14.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
14.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
14.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
14.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
14.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
14.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
14.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
14.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
14.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
14.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
14.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
14.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
14.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
14.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
14.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
14.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
14.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
14.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
14.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
14.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
14.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
14.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
14.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
13.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
13.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
13.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
13.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
13.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
13.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
13.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
13.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
13.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
13.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
13.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
13.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
13.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
13.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
13.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
13.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
13.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
13.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
12.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
12.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
12.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
12.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
12.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
12.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
12.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
12.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
12.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
12.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
12.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
12.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
12.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
12.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
12.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
12.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
12.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
12.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
12.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
12.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
12.0
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
12.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
11.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
11.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
11.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
11.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
11.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
11.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
11.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
11.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
11.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
11.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
11.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
11.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
11.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
10.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
10.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
10.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
10.7
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
10.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
10.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
10.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
10.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
10.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
10.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
10.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
10.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
10.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
10.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
10.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
9.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
9.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
9.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
9.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
9.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
9.6
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
9.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
9.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
9.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
9.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
9.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
9.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
9.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
9.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
9.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
9.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
9.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
9.0
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
8.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
8.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
8.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
8.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
8.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
8.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
8.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
8.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
8.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
7.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
7.9
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
7.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
7.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
7.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
7.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
7.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
7.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
7.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
7.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
7.0
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
6.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
6.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
6.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
6.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
5.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
5.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
5.8
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0006440003
Tumor
0.4
CPT0000640003
Tumor
0.4
CPT0014370004
Tumor
0.4
CPT0012770003
Normal
0.4
CPT0006730001
Normal
0.4
CPT0009080003
Normal
0.4
CPT0092740003
Normal
0.3
CPT0025610001
Normal
0.3
CPT0077110003
Tumor
0.3
CPT0066430001
Normal
0.3
CPT0023710001
Normal
0.3
CPT0065450001
Normal
0.3
CPT0078530001
Normal
0.3
CPT0010160003
Tumor
0.3
CPT0012900004
Tumor
0.3
CPT0006630003
Tumor
0.3
CPT0088780001
Normal
0.3
CPT0023360001
Normal
0.3
CPT0086950003
Tumor
0.3
CPT0000790001
Normal
0.3
CPT0021240003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0087050003
Normal
0.3
CPT0011240003
Tumor
0.3
CPT0007870001
Normal
0.2
CPT0088900003
Tumor
0.2
CPT0018250001
Normal
0.2
CPT0025050003
Tumor
0.2
CPT0092800003
Normal
0.2
CPT0086370003
Normal
0.2
CPT0014470001
Normal
0.2
CPT0009000003
Tumor
0.2
CPT0017450001
Normal
0.2
CPT0012370003
Tumor
0.2
CPT0019990003
Tumor
0.2
CPT0020020001
Normal
0.2
CPT0089460004
Tumor
0.2
CPT0077140001
Normal
0.2
CPT0078670001
Normal
0.2
CPT0014350001
Normal
0.2
CPT0013790003
Normal
0.2
CPT0001180009
Tumor
0.2
CPT0012570003
Normal
0.2
CPT0081620001
Normal
0.2
CPT0001270001
Normal
0.2
CPT0076350001
Normal
0.2
CPT0010120001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0025230003
Tumor
0.2
CPT0014130001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0024670003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0078940001
Normal
0.2
CPT0066470004
Tumor
0.2
CPT0025060001
Normal
0.2
CPT0069160003
Tumor
0.2
CPT0082010001
Normal
0.2
CPT0001190001
Normal
0.2
CPT0006530001
Normal
0.2
CPT0025350003
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0077310003
Tumor
0.2
CPT0006950001
Normal
0.2
CPT0075570001
Normal
0.2
CPT0086830003
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0078990003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0088760003
Tumor
0.1
CPT0065820001
Normal
0.1
CPT0012920003
Normal
0.1
CPT0001350001
Normal
0.1
CPT0089020003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0014450004
Tumor
0.1
CPT0079430001
Normal
0.1
CPT0078660003
Tumor
0.1
CPT0017410003
Tumor
0.1
CPT0089480003
Normal
0.1
CPT0079270003
Tumor
0.1
CPT0025580004
Tumor
0.1
CPT0079480003
Tumor
0.1
CPT0088500001
Normal
0.1
CPT0026410003
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0000890001
Normal
0.1
CPT0001260009
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0001510001
Normal
0.1
CPT0010170001
Normal
0.1
CPT0086890003
Normal
0.1
CPT0092190003
Normal
0.1
CPT0092310003
Normal
0.1
CPT0020130001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0065750003
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0078830003
Tumor
0.1
CPT0075130003
Tumor
0.1
CPT0025920001
Normal
0.1
CPT0006900003
Tumor
0.1
CPT0088920001
Normal
0.1
CPT0078930003
Tumor
0.1
CPT0000870016
Tumor
0.0
CPT0065930003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0088710001
Normal
0.0
CPT0077500001
Normal
0.0
CPT0026420001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0066480003
Tumor
0.0
CPT0063330001
Normal
0.0
CPT0079180003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0086970003
Normal
0.0
CPT0009020003
Normal
0.0
CPT0092290003
Tumor
0.0
CPT0012290003
Normal
0.0
CPT0015810003
Tumor
0.0
CPT0077320001
Normal
0.0
CPT0012640003
Normal
0.0
CPT0001550001
Normal
0.0
CPT0081600003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0071150004
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0001230001
Normal
0.0
CPT0077490003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0088690003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0088550004
Tumor
0.0
CPT0014160003
Tumor
0.0
CPT0075170001
Normal
0.0
CPT0064370003
Tumor
0.0
CPT0078840001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0012180003
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0088970003
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0085670003
Tumor
-0.1
CPT0063320003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0079510001
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0001220008
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0092730003
Tumor
-0.1
CPT0065810003
Tumor
-0.1
CPT0079380003
Tumor
-0.1
CPT0087040003
Tumor
-0.1
CPT0088630003
Tumor
-0.1
CPT0012550003
Tumor
-0.1
CPT0078510003
Tumor
-0.1
CPT0025880003
Tumor
-0.1
CPT0081990003
Tumor
-0.1
CPT0010110003
Tumor
-0.1
CPT0079300001
Normal
-0.1
CPT0065430003
Tumor
-0.1
CPT0007860003
Tumor
-0.2
CPT0009060003
Tumor
-0.2
CPT0075560003
Tumor
-0.2
CPT0017850003
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0002350011
Tumor
-0.2
CPT0015910003
Tumor
-0.2
CPT0002270011
Tumor
-0.2
CPT0063630003
Tumor
-0.2
CPT0012670003
Tumor
-0.3
CPT0011410003
Tumor
-0.3
CPT0065870003
Tumor
-0.3
CPT0012280003
Tumor
-0.3
CPT0086030003
Tumor
-0.3
CPT0001340003
Tumor
-0.3
CPT0084560003
Tumor
-0.3
CPT0025170003
Tumor
-0.3
CPT0079410003
Tumor
-0.3
CPT0007320003
Tumor
-0.4
CPT0086360003
Tumor
-0.4
CPT0088480003
Tumor
-0.4
CPT0078800003
Tumor
-0.4
CPT0065690003
Tumor
-0.4
CPT0020120003
Tumor
-0.4
CPT0081880003
Tumor
-0.4
CPT0025290003
Tumor
-0.4
CPT0076330003
Tumor
-0.5
CPT0023350003
Tumor
-0.6
CPT0015730003
Tumor
-0.6
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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.
The Human Protein Atlas project is funded
