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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.
CA4 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
3.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
24.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
23.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
15.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
13.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
12.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
9.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
9.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
9.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
8.8
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
7.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
6.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
5.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
5.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
4.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
4.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
4.5
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
4.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
3.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
3.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
3.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
3.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
3.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
3.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
2.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
2.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
2.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
2.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
1.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
1.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
1.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
1.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
0.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
0.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
0.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
0.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
0.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
0.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
0.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
0.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
0.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
0.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
0.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
0.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
0.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
0.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
0.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
0.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
0.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
0.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
0.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
0.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
0.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
0.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
0.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 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.
CA4 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
12.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
144.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
136.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
115.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
100.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
96.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
93.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
91.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
86.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
84.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
78.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
77.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
75.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
73.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
67.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
66.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
65.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
64.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
63.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
62.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
60.3
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
58.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
57.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
53.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
51.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
50.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
49.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
49.0
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
47.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
46.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
45.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
45.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
44.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
44.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
43.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
42.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
40.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
40.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
39.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
38.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
38.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
38.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
38.1
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
37.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
37.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
37.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
35.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
35.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
35.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
35.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
34.4
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
33.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
33.8
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
33.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
33.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
32.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
32.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
32.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
32.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
31.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
31.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
31.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
31.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
30.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
30.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
30.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
29.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
27.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
27.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
27.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
26.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
26.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
26.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
26.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
26.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
25.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
25.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
25.5
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
25.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
25.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
25.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
24.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
24.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
24.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
24.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
24.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
23.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
23.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
23.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
23.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
22.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
22.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
22.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
22.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
22.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
22.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
22.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
20.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
20.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
20.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
20.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
20.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
20.3
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
20.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
20.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
20.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
20.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
19.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
19.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
19.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
19.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
19.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
18.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
18.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
18.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
18.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
18.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
18.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
18.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
18.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
18.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
18.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
17.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
17.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
17.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
17.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
17.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
17.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
17.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
17.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
16.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
16.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
16.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
16.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
16.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
16.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
16.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
16.2
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
16.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
16.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
16.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
15.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
15.6
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
15.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
15.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
15.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
15.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
15.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
15.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
14.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
14.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
14.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
14.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
14.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
14.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
14.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
14.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
13.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
13.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
13.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
13.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
13.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
13.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
13.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
13.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
12.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
12.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
12.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
12.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
12.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
12.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
12.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
12.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
12.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
11.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
11.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
11.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
11.8
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
11.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
11.7
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
11.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
11.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
11.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
11.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
11.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
11.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
11.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
11.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
11.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
10.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
10.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
10.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
10.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
10.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
10.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
10.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
10.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
9.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
9.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
9.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
9.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
9.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
9.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
9.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
9.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
9.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
9.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
8.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
8.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
8.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
8.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
8.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
8.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
7.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
7.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
7.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
7.6
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
7.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
7.5
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
7.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
7.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
7.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
7.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
7.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
7.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
7.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
7.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
6.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
6.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
6.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
6.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
6.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
6.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
6.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
6.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
6.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
6.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
6.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
6.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
6.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
6.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
6.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
5.9
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
5.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
5.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
5.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
5.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
5.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
5.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
5.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
5.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
5.3
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
5.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
5.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
5.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
5.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
5.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
4.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
4.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
4.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
4.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
4.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
4.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
4.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
4.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
4.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
4.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
4.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
4.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
4.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
4.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
4.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
4.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
4.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
4.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
4.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
4.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
4.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
4.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
3.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
3.9
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
3.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
3.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
3.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
3.6
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
3.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
3.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
3.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
3.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
3.6
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
3.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
3.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
3.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
3.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
3.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
3.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
3.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
3.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
3.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
3.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
3.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
3.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
3.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
3.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
3.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
3.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
3.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
3.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
3.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
2.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
2.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
2.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
2.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
2.7
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
2.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
2.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
2.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
2.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
2.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
2.7
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
2.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
2.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
2.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
2.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
2.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
2.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
2.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
2.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
2.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
2.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
2.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
2.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
2.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
2.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
2.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
2.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
2.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
2.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
2.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
2.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
2.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
2.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
2.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
1.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
1.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
1.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
1.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
1.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
1.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
1.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
1.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
1.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
1.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
1.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
1.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
1.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
1.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
1.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
1.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
1.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
1.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
1.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
1.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
1.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
1.7
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
1.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
1.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
1.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
1.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
1.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
1.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
1.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
1.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
1.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
1.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
1.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
1.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
1.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
1.4
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
1.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
1.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
1.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
1.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
1.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
1.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
1.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
1.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
1.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
1.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
1.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
1.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
1.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
1.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
1.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
1.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
1.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
1.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
1.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
1.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
1.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
1.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
1.1
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
1.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
1.1
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
1.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
1.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
1.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
1.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
1.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
1.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
1.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
1.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
1.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
0.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
0.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
0.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
0.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
0.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
0.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
0.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
0.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
0.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
0.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
0.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
0.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
0.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
0.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
0.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
0.8
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
0.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
0.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
0.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
0.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
0.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
0.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
0.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
0.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
0.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
0.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
0.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
0.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
0.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
0.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
0.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
0.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
0.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
0.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
0.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
0.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
0.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
0.5
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
0.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
0.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
0.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
0.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
0.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
0.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
0.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
0.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
0.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
0.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
0.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
0.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
0.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
0.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
0.4
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
0.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
0.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
0.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
0.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
0.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
0.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
0.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
0.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
0.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
0.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
0.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
0.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
0.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
0.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
0.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
0.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
0.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
0.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
0.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
0.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
0.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
0.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
0.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
0.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
0.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
0.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
0.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
0.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
0.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
0.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
0.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
0.2
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
0.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
0.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
0.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
0.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
0.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
0.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
0.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
0.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
0.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
0.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
0.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
0.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
0.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
0.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
0.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 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.
CA4 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
10.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
185.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
65.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
65.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
54.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
48.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
47.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
47.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
36.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
26.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
23.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
21.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
20.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
19.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
19.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
17.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
15.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
15.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
14.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
13.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
13.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
12.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
12.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
12.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
12.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
11.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
10.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
10.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
10.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
10.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
9.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
8.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
7.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
7.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
7.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
7.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
7.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
6.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
6.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
6.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
6.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
6.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
5.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
4.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
4.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
4.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
4.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
4.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
3.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
3.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
3.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
3.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
2.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
2.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
2.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
2.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
2.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
2.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
2.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
2.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
2.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
2.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
2.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
2.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
1.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
1.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
1.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
1.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
1.4
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
1.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
1.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
1.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
0.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
0.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
0.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
0.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
0.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
0.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
0.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
0.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
0.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
0.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
0.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
0.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
0.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
0.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
0.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
0.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
0.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
0.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
0.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
0.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
0.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
0.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
0.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
0.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
0.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
0.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
0.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 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.
CA4 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
2.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
66.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
57.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
49.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
46.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
45.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
38.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
31.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
20.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
20.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
19.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
18.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
14.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
8.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
8.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
7.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
7.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
7.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
6.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
5.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
5.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
5.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
5.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
4.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
4.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
4.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
4.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
4.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
4.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
4.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
3.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
3.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
3.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
3.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
3.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
3.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
3.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
2.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
2.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
2.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
2.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
1.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
1.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
1.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
1.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
1.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
1.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
1.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
1.5
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
1.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
1.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
1.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
1.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
1.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
1.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
1.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
1.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
1.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
1.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
1.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
1.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
1.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
1.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
1.0
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
1.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
1.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
1.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
1.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
1.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
0.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
0.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
0.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
0.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
0.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
0.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
0.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
0.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
0.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
0.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
0.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
0.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
0.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
0.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
0.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
0.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
0.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
0.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
0.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
0.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
0.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
0.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
0.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
0.6
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
0.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
0.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
0.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
0.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
0.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
0.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
0.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
0.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
0.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
0.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
0.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
0.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
0.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
0.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
0.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
0.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
0.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
0.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
0.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
0.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
0.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
0.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
0.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
0.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
0.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
0.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
0.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
0.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
0.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
0.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
0.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
0.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
0.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
0.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
0.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
0.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
0.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
0.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
0.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
0.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
0.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
0.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
0.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
0.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
0.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
0.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
0.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
0.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
0.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
0.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
0.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
0.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
0.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
0.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
0.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
0.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
0.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
0.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
0.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
0.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
0.2
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
0.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
0.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
0.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
0.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
0.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
0.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
0.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
0.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
0.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
0.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
0.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
0.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
0.2
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
0.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
0.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
0.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
0.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
0.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
0.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
0.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
0.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
0.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
0.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
0.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
0.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
0.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
0.1
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
0.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
0.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
0.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
0.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
0.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
0.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
0.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
0.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
0.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
0.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
0.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
0.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
0.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
0.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
0.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
0.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
0.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
0.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
0.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
0.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
0.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
0.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
0.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
0.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
0.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
0.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
0.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
0.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
0.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
0.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
0.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
0.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
0.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
0.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
0.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
0.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
0.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
0.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
0.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
0.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
0.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
0.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
0.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
0.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
0.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
0.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
0.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
0.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
0.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
0.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
0.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
0.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
0.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
0.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
0.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0007470001
Normal
1.6
CPT0065450001
Normal
1.5
CPT0092740003
Normal
1.4
CPT0082010001
Normal
1.3
CPT0066430001
Normal
1.3
CPT0012900004
Tumor
1.3
CPT0006950001
Normal
1.3
CPT0014130001
Normal
1.3
CPT0092800003
Normal
1.2
CPT0077140001
Normal
1.2
CPT0012570003
Normal
1.2
CPT0012770003
Normal
1.1
CPT0081620001
Normal
1.1
CPT0001350001
Normal
1.1
CPT0000790001
Normal
1.1
CPT0088780001
Normal
1.1
CPT0025060001
Normal
1.0
CPT0075570001
Normal
1.0
CPT0078830003
Tumor
1.0
CPT0013790003
Normal
0.9
CPT0000890001
Normal
0.9
CPT0078670001
Normal
0.9
CPT0020130001
Normal
0.9
CPT0092310003
Normal
0.9
CPT0076350001
Normal
0.9
CPT0026420001
Normal
0.8
CPT0088500001
Normal
0.8
CPT0088920001
Normal
0.8
CPT0023710001
Normal
0.8
CPT0023360001
Normal
0.8
CPT0012290003
Normal
0.8
CPT0089480003
Normal
0.8
CPT0066520001
Normal
0.7
CPT0063640001
Normal
0.7
CPT0078530001
Normal
0.7
CPT0087050003
Normal
0.7
CPT0010170001
Normal
0.7
CPT0012370003
Tumor
0.7
CPT0077500001
Normal
0.7
CPT0088710001
Normal
0.7
CPT0065820001
Normal
0.7
CPT0025610001
Normal
0.7
CPT0078840001
Normal
0.6
CPT0086970003
Normal
0.6
CPT0014350001
Normal
0.6
CPT0006730001
Normal
0.6
CPT0079000001
Normal
0.6
CPT0086370003
Normal
0.6
CPT0007870001
Normal
0.5
CPT0078940001
Normal
0.5
CPT0010120001
Normal
0.5
CPT0069010001
Normal
0.5
CPT0001510001
Normal
0.5
CPT0088640003
Normal
0.5
CPT0020020001
Normal
0.5
CPT0009080003
Normal
0.4
CPT0088570001
Normal
0.4
CPT0012920003
Normal
0.4
CPT0063330001
Normal
0.4
CPT0064400001
Normal
0.4
CPT0012090003
Normal
0.4
CPT0002370001
Normal
0.4
CPT0001230001
Normal
0.4
CPT0075720003
Tumor
0.3
CPT0089040001
Normal
0.3
CPT0086830003
Normal
0.3
CPT0001550001
Normal
0.3
CPT0024680001
Normal
0.3
CPT0010160003
Tumor
0.3
CPT0019160001
Normal
0.3
CPT0025920001
Normal
0.2
CPT0017450001
Normal
0.2
CPT0071150004
Tumor
0.1
CPT0079480003
Tumor
0.1
CPT0075170001
Normal
0.1
CPT0086890003
Normal
0.1
CPT0079430001
Normal
0.1
CPT0012640003
Normal
0.0
CPT0000660001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0006440003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0018250001
Normal
-0.1
CPT0079510001
Normal
-0.1
CPT0000870016
Tumor
-0.2
CPT0019990003
Tumor
-0.2
CPT0079300001
Normal
-0.2
CPT0025170003
Tumor
-0.2
CPT0014470001
Normal
-0.2
CPT0077320001
Normal
-0.2
CPT0025350003
Tumor
-0.2
CPT0088760003
Tumor
-0.3
CPT0009020003
Normal
-0.3
CPT0063320003
Tumor
-0.3
CPT0011240003
Tumor
-0.4
CPT0077490003
Tumor
-0.4
CPT0069190001
Normal
-0.5
CPT0015910003
Tumor
-0.5
CPT0078510003
Tumor
-0.6
CPT0000780007
Tumor
-0.6
CPT0081990003
Tumor
-0.6
CPT0079230003
Tumor
-0.6
CPT0065870003
Tumor
-0.6
CPT0001220008
Tumor
-0.6
CPT0009000003
Tumor
-0.7
CPT0000640003
Tumor
-0.7
CPT0020120003
Tumor
-0.7
CPT0001270001
Normal
-0.7
CPT0014160003
Tumor
-0.8
CPT0014370004
Tumor
-0.8
CPT0066470004
Tumor
-0.8
CPT0088480003
Tumor
-0.8
CPT0066480003
Tumor
-0.9
CPT0064370003
Tumor
-0.9
CPT0002270011
Tumor
-0.9
CPT0065810003
Tumor
-0.9
CPT0076330003
Tumor
-0.9
CPT0006900003
Tumor
-0.9
CPT0078930003
Tumor
-0.9
CPT0077310003
Tumor
-1.0
CPT0089020003
Tumor
-1.0
CPT0088970003
Tumor
-1.0
CPT0092290003
Tumor
-1.0
CPT0012550003
Tumor
-1.0
CPT0019130003
Tumor
-1.0
CPT0084590001
Normal
-1.0
CPT0078660003
Tumor
-1.1
CPT0079180003
Tumor
-1.1
CPT0087040003
Tumor
-1.2
CPT0010110003
Tumor
-1.2
CPT0021240003
Tumor
-1.2
CPT0025580004
Tumor
-1.2
CPT0079410003
Tumor
-1.2
CPT0006630003
Tumor
-1.3
CPT0065930003
Tumor
-1.3
CPT0075560003
Tumor
-1.3
CPT0023690003
Tumor
-1.3
CPT0065690003
Tumor
-1.3
CPT0092790003
Tumor
-1.3
CPT0086030003
Tumor
-1.3
CPT0092190003
Normal
-1.4
CPT0026410003
Tumor
-1.4
CPT0063630003
Tumor
-1.5
CPT0092730003
Tumor
-1.5
CPT0089460004
Tumor
-1.5
CPT0086870003
Tumor
-1.5
CPT0015810003
Tumor
-1.5
CPT0081600003
Tumor
-1.5
CPT0065750003
Tumor
-1.5
CPT0088900003
Tumor
-1.6
CPT0065430003
Tumor
-1.6
CPT0001500009
Tumor
-1.6
CPT0069160003
Tumor
-1.6
CPT0007320003
Tumor
-1.7
CPT0012280003
Tumor
-1.7
CPT0025230003
Tumor
-1.7
CPT0017410003
Tumor
-1.8
CPT0007860003
Tumor
-1.8
CPT0081880003
Tumor
-1.8
CPT0001540009
Tumor
-1.9
CPT0002350011
Tumor
-1.9
CPT0088630003
Tumor
-1.9
CPT0092160003
Tumor
-1.9
CPT0084560003
Tumor
-2.0
CPT0025290003
Tumor
-2.0
CPT0078990003
Tumor
-2.0
CPT0075130003
Tumor
-2.1
CPT0025050003
Tumor
-2.1
CPT0086950003
Tumor
-2.1
CPT0001340003
Tumor
-2.1
CPT0017850003
Tumor
-2.1
CPT0079270003
Tumor
-2.2
CPT0001180009
Tumor
-2.2
CPT0023350003
Tumor
-2.2
CPT0086360003
Tumor
-2.2
CPT0025110003
Tumor
-2.2
CPT0011410003
Tumor
-2.3
CPT0024670003
Tumor
-2.3
CPT0088550004
Tumor
-2.3
CPT0088690003
Tumor
-2.3
CPT0025880003
Tumor
-2.4
CPT0009060003
Tumor
-2.4
CPT0012180003
Tumor
-2.4
CPT0015730003
Tumor
-2.5
CPT0001260009
Tumor
-2.6
CPT0014450004
Tumor
-2.6
CPT0069000003
Tumor
-2.6
CPT0012670003
Tumor
-2.7
CPT0012080003
Tumor
-2.8
CPT0079380003
Tumor
-2.9
CPT0086820003
Tumor
-2.9
CPT0077110003
Tumor
-3.3
CPT0078800003
Tumor
-3.5
CPT0085670003
Tumor
-3.8
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
