We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
TRAC 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
21.6
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
81.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
79.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
75.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
67.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
61.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
60.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
53.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
49.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
46.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
43.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
36.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
36.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
31.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
30.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
30.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
27.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
26.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
25.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
25.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
24.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
24.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
23.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
23.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
22.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
21.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
21.0
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
18.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
16.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
16.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
16.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
15.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
14.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
14.8
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
14.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
14.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
13.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
13.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
12.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
12.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
11.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
10.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
10.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
10.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
9.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
8.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
7.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
6.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
6.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
6.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
6.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
6.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
5.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
5.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
4.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
4.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
3.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
2.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
2.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
2.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
1.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 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.
TRAC 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
58.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
377.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
374.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
349.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
304.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
304.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
297.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
291.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
287.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
284.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
281.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
272.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
259.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
242.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
233.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
229.3
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
223.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
216.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
208.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
203.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
194.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
193.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
182.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
180.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
177.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
176.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
176.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
175.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
175.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
172.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
171.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
167.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
166.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
162.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
162.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
162.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
159.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
158.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
157.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
157.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
154.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
152.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
151.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
150.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
148.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
142.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
140.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
139.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
137.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
135.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
135.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
135.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
135.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
134.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
134.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
134.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
134.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
133.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
133.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
131.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
130.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
130.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
129.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
126.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
126.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
119.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
119.5
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
118.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
117.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
117.3
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
116.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
113.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
111.0
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
110.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
107.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
105.3
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
104.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
103.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
101.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
101.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
100.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
100.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
99.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
99.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
99.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
99.1
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
98.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
97.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
97.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
97.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
96.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
95.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
95.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
93.2
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
93.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
91.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
90.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
87.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
87.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
86.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
86.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
85.8
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
85.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
85.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
84.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
82.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
82.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
81.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
81.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
81.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
80.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
80.5
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
80.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
78.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
77.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
77.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
77.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
77.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
77.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
76.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
76.1
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
74.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
74.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
73.2
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
73.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
72.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
71.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
71.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
70.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
70.3
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
70.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
69.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
69.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
68.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
67.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
67.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
67.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
67.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
67.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
66.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
66.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
66.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
65.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
65.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
65.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
64.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
64.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
63.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
63.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
63.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
63.6
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
63.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
62.5
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
62.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
62.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
62.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
61.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
61.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
61.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
60.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
60.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
60.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
60.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
59.2
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
58.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
58.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
58.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
58.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
58.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
58.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
57.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
57.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
57.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
57.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
57.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
57.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
57.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
56.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
56.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
55.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
55.4
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
54.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
54.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
54.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
54.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
54.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
53.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
53.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
53.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
53.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
52.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
52.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
52.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
51.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
51.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
51.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
51.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
51.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
50.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
50.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
50.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
49.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
49.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
49.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
48.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
47.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
47.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
46.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
46.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
46.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
46.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
46.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
46.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
45.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
45.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
45.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
45.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
45.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
44.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
44.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
44.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
44.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
44.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
44.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
44.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
44.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
43.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
43.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
42.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
42.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
42.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
42.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
42.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
42.0
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
42.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
42.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
41.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
41.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
41.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
41.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
40.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
40.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
40.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
40.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
40.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
40.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
40.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
39.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
39.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
39.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
38.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
38.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
38.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
38.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
38.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
37.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
37.2
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
37.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
36.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
36.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
36.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
36.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
36.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
36.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
36.6
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
36.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
36.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
36.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
35.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
35.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
35.7
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
35.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
35.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
35.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
35.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
34.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
34.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
34.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
34.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
34.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
34.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
34.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
33.8
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
33.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
33.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
33.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
33.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
33.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
32.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
32.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
32.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
32.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
32.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
32.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
32.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
32.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
32.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
32.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
31.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
31.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
31.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
31.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
31.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
31.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
31.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
31.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
31.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
30.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
30.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
30.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
30.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
30.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
30.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
30.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
30.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
30.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
29.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
29.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
29.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
29.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
29.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
29.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
29.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
29.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
29.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
28.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
28.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
28.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
28.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
28.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
28.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
28.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
27.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
27.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
27.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
27.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
27.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
27.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
27.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
27.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
26.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
26.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
26.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
26.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
26.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
26.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
26.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
26.0
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
25.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
25.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
25.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
25.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
25.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
25.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
25.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
25.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
25.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
25.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
25.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
25.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
25.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
24.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
24.5
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
24.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
24.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
24.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
24.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
23.9
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
23.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
23.8
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
23.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
23.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
23.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
23.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
23.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
22.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
22.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
22.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
22.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
22.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
22.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
21.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
21.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
21.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
21.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
21.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
21.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
21.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
21.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
20.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
20.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
20.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
20.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
20.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
20.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
20.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
19.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
19.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
19.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
19.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
19.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
19.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
19.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
19.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
18.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
18.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
18.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
18.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
18.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
18.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
18.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
18.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
18.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
17.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
17.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
17.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
17.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
17.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
17.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
17.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
17.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
17.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
16.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
16.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
16.6
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
16.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
16.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
16.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
16.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
16.3
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
16.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
16.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
16.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
16.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
15.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
15.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
15.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
15.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
15.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
15.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
15.2
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
15.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
15.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
15.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
15.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
14.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
14.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
14.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
14.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
14.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
14.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
14.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
14.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
14.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
14.1
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
13.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
13.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
13.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
13.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
13.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
13.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
13.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
13.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
12.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
12.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
12.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
12.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
11.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
11.9
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
11.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
11.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
11.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
11.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
11.2
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
11.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
10.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
10.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
10.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
10.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
9.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
9.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
9.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
8.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
8.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
8.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
8.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
8.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
8.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
8.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
8.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
8.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
8.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
7.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
7.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
7.4
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
7.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
6.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
6.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
6.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
6.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
6.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
6.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
6.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
5.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
5.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
5.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
5.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
4.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
4.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
3.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
3.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
3.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
2.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
2.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
2.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
2.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
2.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
2.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 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.
TRAC 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
50.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
244.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
213.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
211.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
207.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
195.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
170.1
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
152.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
136.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
134.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
117.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
117.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
110.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
102.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
98.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
96.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
91.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
80.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
79.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
77.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
74.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
72.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
72.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
71.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
67.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
66.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
64.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
64.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
62.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
62.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
62.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
61.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
61.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
57.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
53.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
53.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
45.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
45.1
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
44.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
43.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
42.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
40.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
39.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
39.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
38.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
37.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
36.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
32.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
32.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
32.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
31.4
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
31.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
30.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
28.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
28.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
27.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
27.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
27.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
26.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
25.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
24.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
24.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
24.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
23.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
23.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.7
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
22.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
21.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
20.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
20.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
19.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
18.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
17.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
17.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
16.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
16.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
16.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
16.1
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
15.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
14.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
14.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
13.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
13.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
13.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
12.9
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
12.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
12.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
12.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
11.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
9.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
7.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
6.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
6.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
5.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
5.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
4.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
3.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
2.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
2.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
1.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 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.
TRAC 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
22.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
549.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
549.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
169.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
125.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
108.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
93.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
89.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
76.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
74.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
73.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
66.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
64.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
60.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
59.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
58.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
57.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
57.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
55.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
53.9
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
51.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
50.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
50.2
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
48.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
48.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
45.4
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
45.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
44.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
43.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
41.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
41.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
40.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
40.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
40.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
39.9
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
39.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
38.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
38.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
38.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
36.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
35.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
35.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
35.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
34.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
33.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
32.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
32.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
31.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
31.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
30.9
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
30.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
30.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
30.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
29.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
29.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
29.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
29.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
28.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
27.6
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
27.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
27.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
27.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
26.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
26.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
25.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
25.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
25.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
25.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
24.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
24.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
24.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
24.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
24.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
24.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
23.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
23.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
23.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
22.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
22.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
22.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
22.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
21.9
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
21.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
21.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
21.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
20.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
20.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
20.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
20.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
20.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
19.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
19.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
19.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
18.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
18.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
18.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
18.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
18.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
17.9
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
17.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
17.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
17.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
17.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
17.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
17.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
17.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
17.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
16.6
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
16.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
16.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
16.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
16.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
15.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
15.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
15.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
15.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
15.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
15.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
15.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
15.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
15.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
14.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
14.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
14.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
14.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
14.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
14.2
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
14.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
14.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
13.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
13.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
13.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
13.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
13.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
13.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
13.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
13.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
13.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
13.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
13.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
12.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
12.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
12.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
12.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
12.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
12.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
12.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
12.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
12.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
12.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
12.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
11.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
11.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
11.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
11.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
11.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
11.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
11.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
10.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
10.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
10.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
10.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
10.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
10.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
10.5
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
10.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
10.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
10.4
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
10.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
10.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
10.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
9.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
9.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
9.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
9.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
9.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
9.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
9.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
8.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
8.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
8.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
8.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
8.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
8.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
8.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
8.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
8.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
8.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
8.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
8.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
8.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
8.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
8.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
7.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
7.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
7.6
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
7.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
7.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
7.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
7.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
7.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
7.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
7.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
7.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
7.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
7.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
6.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
6.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
6.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
6.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
6.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
6.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
6.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
6.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
6.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
6.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
6.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
6.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
5.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
5.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
5.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
5.6
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
5.5
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
5.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
5.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
5.2
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
5.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
5.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
5.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
5.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
5.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
4.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
4.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
4.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
4.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
4.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
4.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
4.4
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
4.3
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
4.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
4.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
3.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
3.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
3.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
3.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
3.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
3.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
3.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
3.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
3.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
3.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
3.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
2.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
2.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
2.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
2.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
2.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
2.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
2.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
2.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
2.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
1.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
1.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
0.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
0.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
Show allShow less
RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
The Human Protein Atlas project is funded
