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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.
MAD2L2 is potential prognostic, high expression is unfavorable 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
54.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
222.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
137.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
114.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
91.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
89.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
87.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
83.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
81.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
80.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
79.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
79.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
78.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
75.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
75.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
73.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
71.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
69.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
69.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
68.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
66.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
64.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
62.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
62.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
57.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
56.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
55.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
54.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
53.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
51.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
51.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
51.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
51.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
51.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
49.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
47.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
46.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
46.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
46.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
46.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
46.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
44.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
43.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
41.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
39.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
37.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
37.1
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
37.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
36.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
36.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
29.7
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
28.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
26.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
24.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
24.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
24.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
22.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
21.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
21.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
18.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
17.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
16.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
14.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
14.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 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.
MAD2L2 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
21.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
85.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
78.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
75.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
72.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
60.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
59.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
57.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
56.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
54.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
53.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
53.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
48.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
47.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
46.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
45.1
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
40.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
40.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
39.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
39.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
38.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
37.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
37.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
36.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
36.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
35.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
35.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
34.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
34.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
34.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
34.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
33.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
33.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
33.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
32.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
32.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
32.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
32.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
32.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
31.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
31.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
31.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
30.9
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
30.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
30.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
30.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
30.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
30.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
29.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
29.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
29.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
29.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
29.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
29.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
28.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
28.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
28.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
28.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
28.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
28.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
28.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
28.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
28.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
28.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
28.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
28.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
28.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
28.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
28.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
27.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
27.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
27.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
27.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
27.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
27.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
27.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
27.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
27.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
27.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
27.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
27.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
27.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
26.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
26.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
26.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
26.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
26.6
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
26.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
26.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
26.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
26.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
26.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
26.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
26.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
26.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
26.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
26.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
26.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
26.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
26.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
25.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
25.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
25.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
25.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
25.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
25.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
25.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
25.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
25.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
25.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
25.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
25.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
25.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
25.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
25.1
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
25.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
25.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
24.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
24.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
24.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
24.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
24.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
24.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
24.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
24.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
24.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
24.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
24.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
24.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
24.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
24.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
24.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
24.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
24.2
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
24.1
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
24.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
24.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
23.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
23.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
23.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
23.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
23.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
23.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
23.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
23.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
23.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
23.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
23.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
23.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
23.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
23.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
23.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
23.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
23.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
23.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
23.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
23.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
22.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
22.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
22.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
22.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
22.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
22.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
22.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
22.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
22.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
22.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
22.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
22.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
22.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
22.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
22.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
22.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
22.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
22.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
22.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
22.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
22.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
22.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
22.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
22.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
22.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
22.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
22.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
22.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
22.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
22.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
22.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
21.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
21.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
21.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
21.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
21.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
21.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
21.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
21.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
21.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
21.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
21.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
21.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
21.5
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
21.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
21.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
21.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
21.3
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
21.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
21.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
21.1
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
21.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
21.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
21.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
20.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
20.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
20.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
20.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
20.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
20.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
20.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
20.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
20.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
20.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
20.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
20.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
20.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
20.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
20.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
20.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
20.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
20.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
20.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
20.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
20.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
20.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
20.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
20.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
20.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
20.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
20.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
20.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
20.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
20.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
20.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
20.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
20.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
20.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
20.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
20.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
20.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
20.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
20.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
20.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
20.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
20.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
19.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
19.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
19.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
19.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
19.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
19.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
19.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
19.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
19.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
19.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
19.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
19.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
19.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
19.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
19.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
19.7
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
19.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
19.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
19.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
19.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
19.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
19.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
19.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
19.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
19.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
19.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
19.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
19.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
19.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
19.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
19.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
19.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
19.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
19.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
19.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
19.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
19.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
19.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
19.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
19.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
19.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
19.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
18.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
18.9
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
18.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
18.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
18.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
18.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
18.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
18.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
18.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
18.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
18.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
18.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
18.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
18.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
18.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
18.7
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
18.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
18.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
18.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
18.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
18.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
18.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
18.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
18.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
18.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
18.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
18.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
18.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
18.2
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
18.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
18.2
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
18.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
18.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
18.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
18.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
18.0
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
17.9
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
17.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
17.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
17.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
17.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
17.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
17.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
17.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
17.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
17.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
17.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
17.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
17.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
17.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
17.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
17.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
17.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
17.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
17.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
17.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
17.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
17.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
17.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
17.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
17.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
17.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
17.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
17.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
17.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
17.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
16.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
16.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
16.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
16.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
16.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
16.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
16.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
16.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
16.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
16.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
16.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
16.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
16.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
16.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
16.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
16.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
16.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
16.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
16.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
16.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
16.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
16.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
16.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
16.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
16.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
16.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
16.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
16.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
16.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
16.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
16.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
16.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
15.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
15.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
15.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
15.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
15.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
15.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
15.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
15.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.7
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
15.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
15.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
15.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
15.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
15.5
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
15.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
15.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
15.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
15.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
15.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
15.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
15.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
15.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
15.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
15.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
15.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
15.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
15.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
15.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
15.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
15.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
14.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
14.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
14.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
14.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
14.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
14.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
14.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
14.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
14.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
14.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
14.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
14.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
14.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
14.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
14.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
14.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
14.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
14.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
14.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
14.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
14.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
14.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
14.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
14.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
13.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
13.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
13.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
13.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
13.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
13.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
13.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
13.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
13.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
13.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
13.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
13.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
13.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
13.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
13.3
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
13.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
13.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
13.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
13.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
13.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
13.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
13.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
13.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
13.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
13.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
12.9
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
12.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
12.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
12.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
12.6
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
12.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
12.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
12.4
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
12.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
12.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
12.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
12.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
11.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
11.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
11.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
11.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
11.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
11.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
11.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
11.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
11.3
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
11.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
11.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
11.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
11.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
10.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
10.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.3
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
10.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
10.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
9.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
9.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
9.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
9.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
9.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
9.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
9.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
8.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
8.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
7.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
3.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MAD2L2 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
22.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
56.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
49.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
47.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
44.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
44.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
43.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
40.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
39.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
35.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
35.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
33.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
33.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
31.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
31.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
29.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
29.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
28.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
28.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
27.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
27.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
27.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
27.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
27.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
26.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
26.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
26.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
26.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
25.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
25.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
24.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
24.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
24.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
24.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
23.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
23.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
22.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
22.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
22.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
22.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
22.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
22.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
22.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
22.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
21.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
21.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
21.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
21.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
21.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
20.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
20.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
20.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
20.5
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
20.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
20.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
20.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
20.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
20.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
19.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
19.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
19.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
19.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
18.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
18.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
18.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
18.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
18.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
18.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
18.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
18.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
18.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
17.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
17.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
17.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
17.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
17.7
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
17.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
16.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
16.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
16.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
16.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
15.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
15.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
15.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
15.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
14.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
14.8
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
14.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
14.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
13.7
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
13.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
13.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
12.6
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
12.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
11.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
11.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
10.8
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
6.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MAD2L2 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
23.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
80.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
78.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
72.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
71.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
68.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
68.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
65.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
58.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
55.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
54.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
53.9
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
51.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
49.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
49.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
49.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
47.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
47.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
47.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
46.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
44.8
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
42.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
41.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
40.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
40.5
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
39.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
39.9
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
39.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
38.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
38.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
37.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
36.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
36.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
36.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
35.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
35.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
35.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
34.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
34.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
33.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
33.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
33.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
32.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
32.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
31.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
31.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
31.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
31.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
30.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
30.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
30.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
30.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
30.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
30.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
30.4
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
30.2
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
30.0
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
29.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
29.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
29.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
29.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
28.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
28.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
28.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
28.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
28.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
28.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
28.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
27.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
27.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
27.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
27.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
26.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
26.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
26.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
26.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
26.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
26.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
26.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
26.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
26.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
26.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
26.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
25.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
25.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
25.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
25.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
25.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
25.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
25.2
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
25.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
25.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
25.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
24.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
24.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
24.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
24.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
24.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
24.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
24.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
24.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
23.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
23.7
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
23.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
23.6
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
23.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
23.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
23.1
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
23.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
22.9
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
22.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
22.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
22.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
22.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
22.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
22.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
22.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
22.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
22.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
22.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
22.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
22.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
22.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
21.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
21.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
21.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
21.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
21.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
21.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
21.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
21.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
21.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
21.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
21.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
21.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
21.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
21.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
20.9
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
20.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
20.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
20.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
20.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
20.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
20.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
20.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
20.6
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
20.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
20.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
20.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
20.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
20.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
20.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
20.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
20.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
20.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
20.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
19.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
19.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
19.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
19.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
19.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
19.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
19.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
19.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
19.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
19.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
19.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
19.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
19.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
18.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
18.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
18.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
18.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
18.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
18.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
18.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
18.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
18.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
17.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
17.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
17.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
17.8
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
17.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
17.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
17.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
17.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
17.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
17.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
17.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
17.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
17.1
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
17.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
17.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
17.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
17.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
16.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
16.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
16.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
16.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
16.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
16.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
16.6
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
16.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
16.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
16.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
16.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
16.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
16.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
16.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
16.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
16.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
16.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
16.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
16.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
16.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
16.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
16.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
16.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
16.1
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
16.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
16.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
16.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
15.9
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
15.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
15.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
15.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
15.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
15.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
14.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
14.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
14.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
13.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
13.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
13.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
13.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
13.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
13.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
13.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
13.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
12.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
12.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
12.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
12.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
12.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
12.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
12.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
12.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
12.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
12.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
11.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
11.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
11.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
11.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
11.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
11.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
10.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
10.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
10.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
10.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
10.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
10.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
9.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
9.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
9.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
8.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
8.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
8.1
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
7.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
7.5
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
7.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
7.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
6.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
6.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
5.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
5.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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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
