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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
EVL 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
35.6
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
82.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
75.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
72.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
72.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
69.7
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
68.7
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
65.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
59.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
58.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
58.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
57.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
49.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
48.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
45.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
44.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
43.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
43.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
43.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
43.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
40.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
40.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
40.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
39.9
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
39.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
35.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
34.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
34.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
34.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
34.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
33.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
33.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
33.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
32.3
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
32.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
32.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
31.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
31.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
30.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
29.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
29.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
28.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
26.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
26.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
26.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
25.8
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
25.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
24.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
24.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
24.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
23.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
22.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
21.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
19.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
19.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
18.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
18.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
16.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
14.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
14.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
11.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
10.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
6.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
5.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 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.
EVL 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
45.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
310.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
183.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
165.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
138.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
115.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
111.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
110.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
108.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
106.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
103.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
100.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
98.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
91.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
87.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
84.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
84.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
84.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
84.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
84.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
83.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
83.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
82.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
80.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
79.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
79.3
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
78.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
78.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
78.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
78.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
77.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
76.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
76.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
76.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
75.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
75.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
75.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
75.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
74.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
74.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
74.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
73.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
72.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
72.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
72.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
71.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
71.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
70.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
70.0
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
69.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
68.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
68.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
67.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
67.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
67.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
66.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
66.6
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
66.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
65.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
65.5
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
65.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
64.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
64.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
64.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
64.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
64.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
64.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
64.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
64.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
63.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
63.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
63.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
62.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
62.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
62.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
62.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
62.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
62.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
62.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
61.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
61.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
61.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
61.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
60.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
60.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
60.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
60.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
60.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
60.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
59.8
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
59.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
59.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
59.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
59.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
59.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
58.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
57.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
57.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
57.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
57.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
57.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
57.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
57.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
57.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
57.2
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
57.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
57.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
56.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
55.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
55.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
55.5
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
55.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
55.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
55.1
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
55.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
55.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
54.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
54.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
54.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
54.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
54.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
54.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
54.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
54.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
53.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
53.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
53.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
53.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
53.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
53.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
53.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
53.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
53.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
52.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
52.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
52.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
52.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
51.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
51.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
51.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
51.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
51.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
51.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
51.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
50.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
50.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
50.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
50.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
50.8
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
50.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
50.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
50.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
50.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
50.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
50.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
50.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
50.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
50.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
50.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
49.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
49.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
49.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
49.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
49.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
49.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
49.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
49.4
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
49.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
49.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
49.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
49.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
48.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
48.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
48.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
48.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
48.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
48.4
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
48.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
48.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
48.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
48.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
47.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
47.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
47.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
47.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
47.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
47.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
47.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
47.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
47.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
47.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
47.0
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
47.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
47.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
46.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
46.8
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
46.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
46.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
46.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
46.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
46.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
46.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
46.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
46.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
46.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
45.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
45.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
45.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
45.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
45.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
45.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
45.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
45.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
45.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
45.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
45.3
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
45.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
45.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
45.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
45.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
45.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
45.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
45.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
45.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
45.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
45.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
45.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
44.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
44.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
44.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
44.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
44.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
44.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
44.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
43.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
43.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
43.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
43.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
43.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
43.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
43.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
43.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
43.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
43.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
43.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
43.2
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
43.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
42.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
42.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
42.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
42.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
42.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
42.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
42.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
42.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
42.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
42.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
42.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
42.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
42.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
42.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
42.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
42.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
42.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
42.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
42.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
42.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
41.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
41.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
41.7
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
41.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
41.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
41.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
41.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
41.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
41.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
41.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
41.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
41.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
41.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
41.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
41.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
41.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
41.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
40.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
40.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
40.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
40.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
40.8
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
40.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
40.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
40.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
40.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
40.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
40.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
40.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
40.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
40.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
39.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
39.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
39.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
39.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
39.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
39.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
39.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
39.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
39.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
39.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
39.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
39.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
38.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
38.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
38.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
38.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
38.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
38.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
38.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
38.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
38.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
38.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
37.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
37.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
37.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
37.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
37.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
37.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
37.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
37.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
37.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
37.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
37.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
37.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
37.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
36.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
36.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
36.6
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
36.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
36.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
36.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
36.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
36.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
36.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
36.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
36.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
36.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
36.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
36.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
36.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
35.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
35.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
35.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
35.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
35.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
35.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
35.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
35.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
35.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
35.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
35.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
35.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
34.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
34.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
34.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
34.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
34.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
33.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
33.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
33.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
33.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
33.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
33.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
33.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
33.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
33.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
33.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
33.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
33.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
33.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
33.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
33.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
32.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
32.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
32.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
32.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
32.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
32.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
32.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
32.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
32.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
32.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
32.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
32.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
32.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
32.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
31.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
31.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
31.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
31.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
31.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
31.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
31.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
31.2
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
31.0
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
30.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
30.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
30.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
30.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
30.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
30.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
30.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
30.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
30.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
30.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
30.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
30.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
30.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
30.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
29.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
29.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
29.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
29.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
29.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
29.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
29.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
29.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
29.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
28.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
28.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
28.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
28.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
28.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
28.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
28.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
28.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
28.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
27.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
27.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
27.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
27.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
27.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
27.3
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
26.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
26.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
26.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
26.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
26.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
25.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
25.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
25.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
25.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
25.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
25.6
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
25.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
25.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
25.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
25.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
25.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
25.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
24.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
24.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
24.8
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
24.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
24.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
24.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
24.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
24.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
23.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
23.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
23.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
23.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
23.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
23.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
23.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
23.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
22.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
22.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
22.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
22.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
22.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
22.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
22.1
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
22.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
21.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
21.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
21.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
20.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
20.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
20.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
20.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
19.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
19.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
19.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
19.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
18.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
18.8
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
18.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
18.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
18.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
18.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
18.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
17.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
17.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
17.5
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
17.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
17.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
15.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
15.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
15.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
15.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
15.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
15.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
14.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
13.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
13.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
13.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
11.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
11.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
7.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
7.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
3.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
3.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 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.
EVL 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
50.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
122.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
109.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
98.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
94.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
91.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
86.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
85.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
82.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
81.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
79.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
75.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
75.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
72.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
72.4
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
70.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
68.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
67.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
67.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
66.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
65.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
63.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
63.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
62.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
61.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
61.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
60.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
59.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
59.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
58.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
58.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
57.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
57.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
57.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
55.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
54.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
54.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
54.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
54.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
54.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
54.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
52.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
52.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
51.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
50.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
50.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
49.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
49.5
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
48.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
48.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
47.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
47.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
47.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
47.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
47.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
45.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
45.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
45.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
44.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
42.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
42.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
42.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
42.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
42.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
42.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
42.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
41.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
41.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
40.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
39.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
39.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
39.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
38.9
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
38.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
37.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
36.7
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
36.1
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
36.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
35.8
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
35.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
35.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
34.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
34.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
33.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
33.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
32.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
32.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
32.1
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
29.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
29.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
29.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
28.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
27.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
25.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
25.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
24.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
19.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
17.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
16.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 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.
EVL 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
43.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
157.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
147.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
135.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
120.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
111.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
109.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
108.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
100.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
88.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
87.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
83.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
82.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
82.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
82.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
79.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
77.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
75.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
74.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
73.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
72.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
70.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
69.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
69.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
69.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
68.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
66.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
66.1
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
65.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
64.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
64.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
64.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
63.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
63.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
63.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
63.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
63.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
62.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
62.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
61.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
61.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
60.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
60.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
60.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
59.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
59.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
59.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
58.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
58.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
58.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
57.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
57.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
57.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
56.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
56.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
56.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
56.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
55.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
55.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
55.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
55.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
54.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
54.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
54.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
54.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
54.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
54.2
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
54.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
54.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
53.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
53.5
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
53.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
53.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
53.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
52.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
52.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
52.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
52.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
52.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
52.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
52.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
52.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
51.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
51.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
51.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
51.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
51.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
51.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
50.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
50.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
50.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
50.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
49.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
49.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
49.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
49.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
49.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
49.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
49.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
49.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
49.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
49.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
48.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
48.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
48.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
48.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
48.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
48.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
48.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
47.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
46.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
46.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
46.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
46.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
46.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
46.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
46.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
45.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
45.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
45.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
45.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
44.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
44.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
44.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
44.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
44.3
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
44.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
44.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
44.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
44.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
44.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
44.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
43.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
43.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
42.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
42.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
42.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
42.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
41.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
41.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
41.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
41.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
40.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
40.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
40.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
40.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
40.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
40.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
40.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
40.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
39.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
39.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
39.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
39.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
39.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
39.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
39.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
39.3
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
39.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
39.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
39.1
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
39.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
38.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
38.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
38.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
38.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
38.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
38.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
38.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
37.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
37.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
37.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
37.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
37.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
37.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
37.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
37.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
36.9
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
36.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
36.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
36.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
36.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
36.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
36.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
35.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
35.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
35.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
35.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
35.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
35.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
34.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
34.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
34.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
34.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
33.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
33.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
33.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
33.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
33.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
33.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
33.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
32.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
32.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
32.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
31.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
31.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
31.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
31.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
31.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
30.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
30.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
30.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
30.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
30.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
30.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
29.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
29.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
29.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
28.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
28.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
28.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
28.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
28.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
28.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
28.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
27.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
27.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
27.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
27.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
27.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
27.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
27.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
26.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
26.0
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
25.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
25.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
25.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
25.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
24.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
23.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
23.7
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
23.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
23.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
23.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
23.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
22.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
22.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
22.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
21.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
21.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
21.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
21.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
20.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
20.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
20.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
20.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
20.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
19.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
19.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
19.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
17.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
17.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
17.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
16.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
15.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
15.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
15.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
15.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
14.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
13.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
13.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
13.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
13.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
12.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
12.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
10.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
8.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
7.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
6.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
2.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
2.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
2.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088550004
Tumor
2.4
CPT0079380003
Tumor
1.6
CPT0012180003
Tumor
1.6
CPT0078990003
Tumor
1.5
CPT0025050003
Tumor
1.4
CPT0010110003
Tumor
1.3
CPT0092160003
Tumor
1.2
CPT0017410003
Tumor
1.1
CPT0001260009
Tumor
1.0
CPT0075560003
Tumor
1.0
CPT0023690003
Tumor
0.9
CPT0001540009
Tumor
0.9
CPT0086360003
Tumor
0.9
CPT0086870003
Tumor
0.9
CPT0065430003
Tumor
0.8
CPT0081880003
Tumor
0.8
CPT0025290003
Tumor
0.8
CPT0023350003
Tumor
0.8
CPT0017850003
Tumor
0.8
CPT0092730003
Tumor
0.8
CPT0066480003
Tumor
0.7
CPT0002350011
Tumor
0.7
CPT0087040003
Tumor
0.6
CPT0020120003
Tumor
0.6
CPT0077320001
Normal
0.6
CPT0081990003
Tumor
0.6
CPT0001180009
Tumor
0.6
CPT0065870003
Tumor
0.6
CPT0071150004
Tumor
0.6
CPT0081600003
Tumor
0.6
CPT0007320003
Tumor
0.6
CPT0088690003
Tumor
0.6
CPT0015730003
Tumor
0.6
CPT0006900003
Tumor
0.6
CPT0065810003
Tumor
0.6
CPT0064370003
Tumor
0.5
CPT0012280003
Tumor
0.5
CPT0025880003
Tumor
0.5
CPT0065690003
Tumor
0.5
CPT0015910003
Tumor
0.5
CPT0009060003
Tumor
0.5
CPT0092190003
Normal
0.4
CPT0026410003
Tumor
0.4
CPT0011240003
Tumor
0.4
CPT0078510003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0012550003
Tumor
0.4
CPT0000640003
Tumor
0.4
CPT0075130003
Tumor
0.4
CPT0075720003
Tumor
0.4
CPT0088760003
Tumor
0.4
CPT0014370004
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0088570001
Normal
0.3
CPT0079410003
Tumor
0.3
CPT0001220008
Tumor
0.3
CPT0063630003
Tumor
0.2
CPT0014470001
Normal
0.2
CPT0086030003
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0088900003
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0084560003
Tumor
0.2
CPT0019990003
Tumor
0.2
CPT0086820003
Tumor
0.2
CPT0077110003
Tumor
0.2
CPT0089020003
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0012670003
Tumor
0.2
CPT0012370003
Tumor
0.2
CPT0092290003
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0065820001
Normal
0.1
CPT0075170001
Normal
0.1
CPT0021240003
Tumor
0.1
CPT0000780007
Tumor
0.1
CPT0088970003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0079270003
Tumor
0.1
CPT0025350003
Tumor
0.1
CPT0006630003
Tumor
0.1
CPT0085670003
Tumor
0.1
CPT0076330003
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0065930003
Tumor
0.0
CPT0066470004
Tumor
0.0
CPT0010120001
Normal
0.0
CPT0006440003
Tumor
0.0
CPT0092790003
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0075570001
Normal
0.0
CPT0007860003
Tumor
0.0
CPT0012080003
Tumor
0.0
CPT0078800003
Tumor
-0.1
CPT0025110003
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0014160003
Tumor
-0.1
CPT0000660001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0078660003
Tumor
-0.1
CPT0089460004
Tumor
-0.1
CPT0077310003
Tumor
-0.1
CPT0012290003
Normal
-0.2
CPT0079230003
Tumor
-0.2
CPT0066520001
Normal
-0.2
CPT0086950003
Tumor
-0.2
CPT0078830003
Tumor
-0.2
CPT0069160003
Tumor
-0.2
CPT0010160003
Tumor
-0.2
CPT0077490003
Tumor
-0.2
CPT0065750003
Tumor
-0.2
CPT0025580004
Tumor
-0.3
CPT0009000003
Tumor
-0.3
CPT0014450004
Tumor
-0.3
CPT0000890001
Normal
-0.3
CPT0002270011
Tumor
-0.3
CPT0024680001
Normal
-0.3
CPT0086830003
Normal
-0.4
CPT0063320003
Tumor
-0.4
CPT0014130001
Normal
-0.4
CPT0011410003
Tumor
-0.4
CPT0088710001
Normal
-0.4
CPT0013790003
Normal
-0.4
CPT0023360001
Normal
-0.4
CPT0025060001
Normal
-0.4
CPT0018250001
Normal
-0.5
CPT0078530001
Normal
-0.5
CPT0001340003
Tumor
-0.5
CPT0088920001
Normal
-0.5
CPT0079180003
Tumor
-0.6
CPT0001190001
Normal
-0.6
CPT0092310003
Normal
-0.6
CPT0010170001
Normal
-0.6
CPT0089040001
Normal
-0.6
CPT0063640001
Normal
-0.6
CPT0077500001
Normal
-0.7
CPT0012900004
Tumor
-0.7
CPT0081620001
Normal
-0.7
CPT0001550001
Normal
-0.7
CPT0069190001
Normal
-0.7
CPT0001510001
Normal
-0.7
CPT0020020001
Normal
-0.7
CPT0069010001
Normal
-0.7
CPT0025610001
Normal
-0.7
CPT0063330001
Normal
-0.8
CPT0014350001
Normal
-0.8
CPT0086370003
Normal
-0.8
CPT0017450001
Normal
-0.8
CPT0082010001
Normal
-0.8
CPT0092740003
Normal
-0.8
CPT0078670001
Normal
-0.8
CPT0007470001
Normal
-0.8
CPT0079430001
Normal
-0.8
CPT0026420001
Normal
-0.8
CPT0087050003
Normal
-0.9
CPT0088500001
Normal
-0.9
CPT0079000001
Normal
-0.9
CPT0086970003
Normal
-0.9
CPT0002370001
Normal
-0.9
CPT0079300001
Normal
-0.9
CPT0078940001
Normal
-0.9
CPT0019160001
Normal
-0.9
CPT0066430001
Normal
-0.9
CPT0001350001
Normal
-0.9
CPT0000790001
Normal
-0.9
CPT0012090003
Normal
-0.9
CPT0012920003
Normal
-0.9
CPT0092800003
Normal
-0.9
CPT0020130001
Normal
-0.9
CPT0076350001
Normal
-0.9
CPT0065450001
Normal
-0.9
CPT0006730001
Normal
-1.0
CPT0006950001
Normal
-1.0
CPT0086890003
Normal
-1.0
CPT0001230001
Normal
-1.0
CPT0025920001
Normal
-1.0
CPT0012640003
Normal
-1.1
CPT0088780001
Normal
-1.1
CPT0088640003
Normal
-1.1
CPT0012570003
Normal
-1.1
CPT0078840001
Normal
-1.1
CPT0064400001
Normal
-1.1
CPT0077140001
Normal
-1.1
CPT0023710001
Normal
-1.2
CPT0089480003
Normal
-1.3
CPT0007870001
Normal
-1.3
CPT0009020003
Normal
-1.3
CPT0079510001
Normal
-1.3
CPT0009080003
Normal
-1.4
CPT0012770003
Normal
-1.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
