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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.
TRAF4 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
13.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
42.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
38.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
35.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
35.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
34.9
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
29.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
28.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
27.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
27.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
26.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
25.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
24.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
19.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
18.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
18.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
16.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
14.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
14.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
14.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
13.9
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
13.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
13.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
13.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
12.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
12.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
12.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
12.0
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
11.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
11.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
10.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
10.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
10.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
10.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
9.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
9.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
9.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
8.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
8.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
7.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
7.6
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
7.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
7.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
6.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
6.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
6.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
6.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
6.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
6.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
5.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
5.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
5.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
5.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
5.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
5.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
5.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
4.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
4.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
4.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.2
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
2.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 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.
TRAF4 is not prognostic 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
15.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
50.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
43.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
40.7
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
37.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
36.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
35.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
35.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
34.8
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
34.2
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
33.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
33.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
33.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
33.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
32.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
29.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
29.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
28.5
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
28.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
28.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
27.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
27.8
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
27.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
27.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
27.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
26.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
26.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
26.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
25.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
25.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
25.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
24.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
24.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
24.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
24.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
24.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
24.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
24.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
24.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
24.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
24.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
24.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
24.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
24.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
24.0
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
23.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
23.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
23.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
23.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
23.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
23.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
23.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
23.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
23.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
23.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
22.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
22.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
22.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
22.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
22.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
22.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
21.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
21.9
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
21.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
21.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
21.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
21.7
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
21.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
21.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
21.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
21.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
21.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
21.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
21.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
21.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
21.2
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
21.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
21.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
21.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
21.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
21.2
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
21.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
21.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
21.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
20.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
20.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
20.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
20.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
20.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
20.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
20.5
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
20.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
20.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
20.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
20.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
20.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
20.1
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
20.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
20.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
20.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
20.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
19.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
19.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
19.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
19.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
19.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
19.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
19.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
19.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
19.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
19.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
19.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
19.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
19.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
19.4
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
19.3
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
19.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
19.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
19.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
19.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
19.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
19.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
19.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
19.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
19.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
19.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
18.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
18.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
18.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
18.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
18.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
18.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
18.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
18.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
18.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
18.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
17.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
17.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
17.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
17.7
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
17.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
17.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
17.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
17.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
17.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
17.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
17.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
17.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
17.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
17.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
17.5
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
17.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
17.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
17.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
17.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
17.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
17.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
17.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
17.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
17.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
17.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
17.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
17.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
17.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
17.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
17.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
16.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
16.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
16.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
16.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
16.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
16.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
16.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
16.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
16.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
16.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
16.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
16.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
16.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
16.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
16.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
16.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
16.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
16.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
16.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
16.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
16.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
16.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
16.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
16.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
16.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
16.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
16.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
15.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
15.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
15.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
15.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
15.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
15.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
15.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
15.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
15.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
15.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
15.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
15.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
15.5
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
15.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
15.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
15.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
15.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
15.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
15.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
15.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
15.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
15.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
15.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
15.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
15.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
15.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
15.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
15.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
15.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
15.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
15.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
15.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
15.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
15.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
15.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
15.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
15.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
14.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
14.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
14.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
14.7
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
14.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
14.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
14.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
14.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
14.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
14.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
14.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
14.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
14.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
14.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
14.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
14.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
14.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
14.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
14.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
14.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
14.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
14.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
14.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
14.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
14.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
14.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
14.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
14.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
14.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
14.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
13.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
13.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
13.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
13.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
13.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
13.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
13.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
13.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
13.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
13.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
13.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
13.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
13.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
13.5
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
13.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
13.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
13.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
13.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
13.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
13.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
13.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
13.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
13.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
13.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
13.2
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
13.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
13.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
13.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
13.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
13.2
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
13.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
13.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
13.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
13.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
13.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
13.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
13.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
13.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
13.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
12.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
12.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
12.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
12.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
12.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
12.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
12.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
12.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
12.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
12.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
12.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
12.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
12.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
12.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
12.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
12.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
12.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
12.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
12.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
12.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
12.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
12.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
12.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
12.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
12.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
12.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
12.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
12.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
12.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
12.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
12.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
12.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
12.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
12.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
12.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
12.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
12.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
12.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
12.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
11.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
11.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
11.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
11.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
11.7
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
11.7
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
11.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
11.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
11.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
11.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
11.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
11.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
11.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
11.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
11.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
11.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
11.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
11.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
11.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
11.3
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
11.3
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
11.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
11.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
11.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
11.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
11.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
11.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
11.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
11.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
11.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
10.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
10.9
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
10.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
10.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
10.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
10.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
10.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
10.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
10.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
10.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
10.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
10.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
10.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
10.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
10.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
10.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
10.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
10.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
10.5
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
10.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
10.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
10.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
10.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
10.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
10.2
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
10.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
10.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
10.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
10.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
10.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
10.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
10.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
10.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
10.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
10.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
10.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
9.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
9.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
9.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
9.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
9.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
9.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
9.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
9.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
9.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
9.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
9.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
9.5
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
9.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
9.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
9.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
9.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
9.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
9.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
9.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
9.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
9.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
9.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
9.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
9.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
9.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
9.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
9.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
9.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
9.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
8.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
8.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
8.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
8.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
8.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
8.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
8.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
8.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
8.6
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
8.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
8.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
8.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
8.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
8.3
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
8.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
8.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
8.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
8.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
8.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
8.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
8.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
7.9
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
7.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
7.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
7.8
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
7.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
7.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
7.8
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
7.8
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
7.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
7.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
7.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
7.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
7.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
7.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
7.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
7.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
7.5
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
7.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
7.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
7.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
7.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
7.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
7.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
7.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
7.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
7.0
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
6.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
6.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
6.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
6.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
6.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
6.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
6.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
6.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
6.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
6.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
5.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
5.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
5.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
5.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
5.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
5.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
4.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
4.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
4.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
3.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
3.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
3.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
2.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 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.
TRAF4 is not prognostic 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
18.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
36.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
36.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
33.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
31.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
30.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
29.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
28.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
27.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
27.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
26.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
26.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
26.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
25.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
24.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
24.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
24.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
24.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
24.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
24.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
23.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
23.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
23.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
22.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
22.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
22.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
21.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
21.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
21.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
21.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
21.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
20.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
20.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
20.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
19.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
19.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
19.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
19.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
19.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
18.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
18.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
18.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
18.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
18.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
17.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
17.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
17.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
17.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
17.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
17.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
16.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
16.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
16.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
16.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
16.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
16.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
16.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
16.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
16.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
16.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
16.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
15.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
15.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
15.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
15.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
15.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
15.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
15.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
15.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
14.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
14.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
14.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
14.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
14.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
14.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
14.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
13.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
13.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
13.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
13.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
13.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
12.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
12.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
12.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
12.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
12.3
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
12.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
11.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
11.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
11.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
11.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
10.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
10.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
9.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
9.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
8.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
8.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 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.
TRAF4 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
39.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
110.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
108.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
103.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
93.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
92.8
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
89.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
82.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
82.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
81.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
79.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
75.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
74.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
74.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
74.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
74.2
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
72.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
71.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
71.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
71.3
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
69.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
68.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
68.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
67.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
67.5
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
66.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
65.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
63.3
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
63.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
61.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
61.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
59.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
59.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
58.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
58.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
58.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
58.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
58.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
58.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
57.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
57.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
57.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
57.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
56.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
56.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
56.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
56.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
55.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
55.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
55.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
55.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
54.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
54.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
54.3
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
54.2
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
54.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
54.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
53.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
53.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
53.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
52.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
52.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
52.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
52.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
51.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
51.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
51.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
51.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
51.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
51.1
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
50.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
50.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
50.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
50.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
50.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
49.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
49.8
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
49.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
49.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
49.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
49.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
49.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
48.9
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
48.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
48.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
48.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
48.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
48.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
47.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
47.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
47.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
47.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
46.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
46.7
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
46.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
46.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
46.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
45.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
45.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
45.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
45.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
45.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
44.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
44.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
44.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
44.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
43.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
43.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
43.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
43.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
42.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
42.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
42.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
42.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
42.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
42.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
42.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
42.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
41.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
41.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
41.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
41.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
41.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
41.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
41.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
41.1
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
41.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
41.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
40.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
40.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
40.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
40.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
39.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
39.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
39.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
39.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
39.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
38.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
38.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
38.2
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
38.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
38.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
38.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
37.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
37.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
37.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
37.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
36.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
36.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
36.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
36.4
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
36.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
36.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
35.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
35.4
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
35.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
35.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
35.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
34.5
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
34.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
34.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
34.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
33.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
33.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
33.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
33.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
33.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
32.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
32.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
32.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
32.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
32.0
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
31.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
31.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
31.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
31.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
31.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
31.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
31.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
31.1
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
31.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
30.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
30.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
30.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
30.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
30.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
30.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
30.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
30.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
30.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
30.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
30.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
29.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
29.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
29.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
29.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
29.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
29.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
28.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
28.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
28.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
28.4
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
28.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
28.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
28.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
27.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
27.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
27.6
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
27.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
26.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
26.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
26.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
26.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
26.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
26.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
25.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
25.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
25.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
25.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
25.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
24.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
24.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
24.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
24.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
24.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
24.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
23.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
23.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
23.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
23.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
23.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
22.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
22.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
22.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
22.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
21.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
21.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
21.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
21.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
21.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
21.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
21.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
21.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
21.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
20.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
20.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
20.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
20.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
20.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
20.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
20.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
20.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
20.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
19.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
19.6
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
19.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
19.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
19.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
18.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
18.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
17.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
16.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
16.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
16.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
15.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
15.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
15.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
15.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
15.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
15.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
14.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
14.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
13.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
13.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
13.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
9.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
8.7
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
8.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
6.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
6.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
4.5
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078800003
Tumor
1.0
CPT0009080003
Normal
0.8
CPT0001350001
Normal
0.8
CPT0065450001
Normal
0.8
CPT0092740003
Normal
0.7
CPT0017450001
Normal
0.7
CPT0014350001
Normal
0.7
CPT0012770003
Normal
0.7
CPT0089040001
Normal
0.7
CPT0076350001
Normal
0.7
CPT0079430001
Normal
0.7
CPT0012090003
Normal
0.6
CPT0088780001
Normal
0.6
CPT0020130001
Normal
0.6
CPT0092310003
Normal
0.6
CPT0089480003
Normal
0.5
CPT0077140001
Normal
0.5
CPT0018250001
Normal
0.5
CPT0007470001
Normal
0.5
CPT0010170001
Normal
0.5
CPT0088500001
Normal
0.5
CPT0013790003
Normal
0.5
CPT0025610001
Normal
0.5
CPT0006730001
Normal
0.5
CPT0088920001
Normal
0.5
CPT0063640001
Normal
0.5
CPT0069010001
Normal
0.5
CPT0014130001
Normal
0.5
CPT0079000001
Normal
0.5
CPT0078670001
Normal
0.5
CPT0066520001
Normal
0.5
CPT0078530001
Normal
0.5
CPT0087050003
Normal
0.4
CPT0078940001
Normal
0.4
CPT0023360001
Normal
0.4
CPT0081620001
Normal
0.4
CPT0025060001
Normal
0.4
CPT0000890001
Normal
0.4
CPT0012570003
Normal
0.4
CPT0092800003
Normal
0.4
CPT0006950001
Normal
0.4
CPT0078840001
Normal
0.4
CPT0086370003
Normal
0.4
CPT0007870001
Normal
0.4
CPT0088710001
Normal
0.4
CPT0001190001
Normal
0.4
CPT0009020003
Normal
0.4
CPT0082010001
Normal
0.4
CPT0086970003
Normal
0.3
CPT0086830003
Normal
0.3
CPT0000660001
Normal
0.3
CPT0025920001
Normal
0.3
CPT0077500001
Normal
0.3
CPT0000790001
Normal
0.3
CPT0012920003
Normal
0.3
CPT0086890003
Normal
0.3
CPT0075170001
Normal
0.3
CPT0006530001
Normal
0.3
CPT0088570001
Normal
0.3
CPT0014470001
Normal
0.3
CPT0088640003
Normal
0.3
CPT0066430001
Normal
0.3
CPT0026420001
Normal
0.3
CPT0012640003
Normal
0.3
CPT0064400001
Normal
0.2
CPT0001180009
Tumor
0.2
CPT0001230001
Normal
0.2
CPT0075570001
Normal
0.2
CPT0001510001
Normal
0.2
CPT0019160001
Normal
0.2
CPT0023710001
Normal
0.2
CPT0020020001
Normal
0.2
CPT0065820001
Normal
0.2
CPT0069190001
Normal
0.2
CPT0012370003
Tumor
0.2
CPT0065430003
Tumor
0.2
CPT0012290003
Normal
0.1
CPT0019130003
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0010120001
Normal
0.1
CPT0006440003
Tumor
0.1
CPT0001220008
Tumor
0.0
CPT0079300001
Normal
0.0
CPT0024680001
Normal
0.0
CPT0001550001
Normal
0.0
CPT0077310003
Tumor
0.0
CPT0014370004
Tumor
0.0
CPT0088970003
Tumor
0.0
CPT0014450004
Tumor
0.0
CPT0025580004
Tumor
-0.1
CPT0002370001
Normal
-0.1
CPT0002270011
Tumor
-0.1
CPT0001270001
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0087040003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0069000003
Tumor
-0.1
CPT0078830003
Tumor
-0.2
CPT0024670003
Tumor
-0.2
CPT0009060003
Tumor
-0.2
CPT0092160003
Tumor
-0.2
CPT0026410003
Tumor
-0.2
CPT0086870003
Tumor
-0.2
CPT0077110003
Tumor
-0.2
CPT0065810003
Tumor
-0.2
CPT0007860003
Tumor
-0.3
CPT0063320003
Tumor
-0.3
CPT0071150004
Tumor
-0.3
CPT0079270003
Tumor
-0.3
CPT0006900003
Tumor
-0.3
CPT0066470004
Tumor
-0.3
CPT0012550003
Tumor
-0.3
CPT0081600003
Tumor
-0.3
CPT0077490003
Tumor
-0.3
CPT0076330003
Tumor
-0.3
CPT0001540009
Tumor
-0.3
CPT0019990003
Tumor
-0.3
CPT0017850003
Tumor
-0.4
CPT0092190003
Normal
-0.4
CPT0023690003
Tumor
-0.4
CPT0010110003
Tumor
-0.4
CPT0084590001
Normal
-0.4
CPT0001500009
Tumor
-0.4
CPT0006630003
Tumor
-0.4
CPT0086820003
Tumor
-0.4
CPT0023350003
Tumor
-0.5
CPT0001340003
Tumor
-0.5
CPT0089460004
Tumor
-0.5
CPT0088900003
Tumor
-0.5
CPT0075560003
Tumor
-0.5
CPT0081990003
Tumor
-0.5
CPT0086360003
Tumor
-0.5
CPT0079480003
Tumor
-0.5
CPT0009000003
Tumor
-0.5
CPT0069160003
Tumor
-0.5
CPT0012900004
Tumor
-0.5
CPT0086950003
Tumor
-0.5
CPT0079410003
Tumor
-0.5
CPT0092790003
Tumor
-0.6
CPT0015910003
Tumor
-0.6
CPT0025880003
Tumor
-0.6
CPT0079230003
Tumor
-0.6
CPT0002350011
Tumor
-0.6
CPT0012180003
Tumor
-0.6
CPT0011240003
Tumor
-0.6
CPT0064370003
Tumor
-0.6
CPT0085670003
Tumor
-0.6
CPT0001260009
Tumor
-0.6
CPT0079180003
Tumor
-0.6
CPT0079510001
Normal
-0.7
CPT0011410003
Tumor
-0.7
CPT0075720003
Tumor
-0.7
CPT0065870003
Tumor
-0.7
CPT0000780007
Tumor
-0.7
CPT0025350003
Tumor
-0.7
CPT0017410003
Tumor
-0.7
CPT0088630003
Tumor
-0.8
CPT0075130003
Tumor
-0.8
CPT0025110003
Tumor
-0.8
CPT0066480003
Tumor
-0.8
CPT0014160003
Tumor
-0.8
CPT0012670003
Tumor
-0.9
CPT0078930003
Tumor
-0.9
CPT0089020003
Tumor
-0.9
CPT0092730003
Tumor
-0.9
CPT0078990003
Tumor
-0.9
CPT0000870016
Tumor
-0.9
CPT0012280003
Tumor
-0.9
CPT0079380003
Tumor
-0.9
CPT0025230003
Tumor
-0.9
CPT0025170003
Tumor
-0.9
CPT0025050003
Tumor
-0.9
CPT0021240003
Tumor
-1.0
CPT0063630003
Tumor
-1.0
CPT0012080003
Tumor
-1.0
CPT0020120003
Tumor
-1.0
CPT0092290003
Tumor
-1.0
CPT0065930003
Tumor
-1.0
CPT0088480003
Tumor
-1.0
CPT0010160003
Tumor
-1.0
CPT0088760003
Tumor
-1.1
CPT0088690003
Tumor
-1.1
CPT0084560003
Tumor
-1.1
CPT0088550004
Tumor
-1.2
CPT0025290003
Tumor
-1.2
CPT0078510003
Tumor
-1.2
CPT0065750003
Tumor
-1.2
CPT0081880003
Tumor
-1.2
CPT0000640003
Tumor
-1.4
CPT0078660003
Tumor
-1.5
CPT0015810003
Tumor
-1.5
CPT0015730003
Tumor
-1.6
CPT0065690003
Tumor
-1.6
CPT0086030003
Tumor
-1.8
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
