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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.
MLST8 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
40.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
87.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
85.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
73.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
71.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
67.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
62.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
62.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
60.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
60.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
56.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
53.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
53.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
52.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
50.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
49.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
49.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
48.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
48.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
46.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
45.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
43.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
43.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
42.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
42.2
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
41.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
40.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
40.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
39.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
38.9
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
38.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
38.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
38.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
38.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
37.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
37.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
37.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
36.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
35.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
34.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
34.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
33.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
31.6
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
31.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
31.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
30.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
30.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
29.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
29.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
29.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
29.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
28.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
26.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
25.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
24.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
24.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
24.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
23.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
21.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
18.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
18.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
18.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
17.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
16.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MLST8 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
24.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
62.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
57.7
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
51.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
50.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
50.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
49.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
49.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
48.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
47.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
47.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
47.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
47.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
45.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
43.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
43.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
43.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
42.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
42.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
40.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
40.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
40.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
39.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
39.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
39.0
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
38.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
38.8
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
38.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
38.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
38.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
38.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
38.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
37.9
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
37.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
37.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
37.5
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
37.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
37.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
36.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
36.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
36.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
36.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
35.8
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
35.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
35.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
35.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
35.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
35.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
35.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
35.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
34.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
34.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
34.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
34.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
34.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
34.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
34.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
33.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
33.8
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
33.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
33.4
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
33.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
33.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
33.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
33.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
33.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
33.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
32.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
32.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
32.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
32.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
32.3
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
32.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
32.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
32.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
32.0
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
31.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
31.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
31.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
31.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
31.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
31.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
31.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
31.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
31.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
31.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
31.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
31.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
31.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
31.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
30.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
30.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
30.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
30.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
30.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
30.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
30.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
30.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
30.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
30.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
30.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
29.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
29.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
29.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
29.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
29.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
29.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
29.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
29.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
29.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
29.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
29.5
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
29.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
29.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
29.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
29.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
29.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
29.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
29.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
29.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
29.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
29.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
29.2
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
29.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
29.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
29.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
29.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
29.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
28.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
28.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
28.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
28.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
28.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
28.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
28.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
28.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
28.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
28.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
28.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
28.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
28.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
27.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
27.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
27.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
27.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
27.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
27.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
27.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
27.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
27.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
27.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
27.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
27.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
27.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
27.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
27.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
27.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
27.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
27.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
27.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
27.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
27.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
27.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
27.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
27.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
27.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
27.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
27.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
27.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
27.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
26.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
26.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
26.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
26.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
26.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
26.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
26.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
26.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
26.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
26.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
26.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
26.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
26.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
26.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
26.4
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
26.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
26.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
26.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
26.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
26.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
26.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
26.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
26.0
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
26.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
26.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
26.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
25.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
25.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
25.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
25.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
25.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
25.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
25.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
25.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
25.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
25.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
25.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
25.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
25.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
25.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
25.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
25.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
25.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
25.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
25.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
25.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
25.1
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
25.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
25.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
24.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
24.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
24.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
24.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
24.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
24.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
24.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
24.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
24.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
24.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
24.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
24.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
24.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
24.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
24.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
24.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
24.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
24.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
24.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
24.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
24.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
24.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
24.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
24.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
24.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
24.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
24.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
24.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
24.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
24.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
24.0
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
24.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
23.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
23.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
23.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
23.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
23.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
23.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
23.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
23.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
23.5
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
23.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
23.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
23.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
23.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
23.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
23.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
23.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
23.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
23.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
23.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
23.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
23.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
23.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
23.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
23.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
23.1
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
23.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
23.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
23.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
23.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
23.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
23.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
23.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
23.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
22.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
22.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
22.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
22.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
22.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
22.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
22.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
22.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
22.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
22.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
22.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
22.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
22.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
22.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
22.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
22.4
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
22.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
22.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
22.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
22.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
22.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
22.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
22.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
22.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
22.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
22.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
22.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
22.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
22.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
22.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
21.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
21.8
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
21.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
21.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
21.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
21.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
21.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
21.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
21.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
21.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
21.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
21.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
21.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
21.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
21.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
21.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
21.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
21.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
21.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
21.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
21.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
21.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
21.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
21.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
21.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
21.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
21.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
21.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
21.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
21.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
21.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
20.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
20.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
20.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
20.8
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
20.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
20.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
20.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
20.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
20.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
20.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
20.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
20.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
20.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
20.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
20.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
20.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
20.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
20.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
20.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
20.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
20.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
20.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
20.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
20.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
20.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
20.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
20.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
20.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
20.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
20.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
20.0
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
20.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
20.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
20.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
19.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
19.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
19.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
19.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
19.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
19.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
19.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
19.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
19.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
19.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
19.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
19.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
19.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
19.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
19.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
19.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
19.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
19.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
19.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
19.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
19.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
19.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
19.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
19.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.1
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
19.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
19.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
18.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
18.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
18.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
18.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
18.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
18.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
18.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
18.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
18.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
18.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
18.6
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
18.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
18.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
18.6
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
18.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
18.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
18.5
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
18.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
18.4
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
18.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
18.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
18.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
18.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
18.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
18.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
18.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
17.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
17.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
17.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
17.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
17.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
17.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
17.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
17.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
17.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
17.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
17.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
17.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
17.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
17.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
17.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
17.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
17.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
17.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
17.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
16.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
16.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
16.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
16.8
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
16.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
16.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
16.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
16.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
16.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
16.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
16.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
16.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
16.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
16.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
16.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
16.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
16.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
16.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
16.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
16.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
15.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
15.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
15.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
15.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
15.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
15.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
15.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
15.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
15.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
15.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
14.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
14.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
14.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
14.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
14.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
14.8
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
14.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
14.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
14.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
14.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
14.4
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
14.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
13.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
13.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
13.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
13.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
13.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
12.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
12.5
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
12.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
12.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
11.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
11.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
11.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
11.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
10.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
10.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
9.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
8.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
7.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
7.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
6.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
3.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
1.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
0.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 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.
MLST8 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
22.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
44.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
44.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
41.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
41.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
41.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
40.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
38.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
36.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
35.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
35.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
35.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
34.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
32.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
32.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
32.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
31.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
30.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
29.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
29.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
29.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
29.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
29.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
28.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
28.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
28.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
27.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
27.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
27.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
27.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
26.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
26.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
26.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
26.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
24.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
24.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
24.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
24.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
23.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
23.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
23.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
23.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
22.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
22.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
22.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
22.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
22.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
22.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
21.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
21.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
21.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
21.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
21.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
21.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
21.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
20.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
20.6
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
20.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
20.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
20.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
20.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
20.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
20.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
19.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
19.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
19.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
18.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
18.6
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
18.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
18.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
18.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
18.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
18.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
17.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
17.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
17.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
17.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
17.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
17.5
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
17.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
17.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
17.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
16.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
16.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
16.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
14.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
14.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
14.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
14.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
14.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
13.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
13.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
13.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
12.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
11.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
8.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
8.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
6.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
4.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 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.
MLST8 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
40.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
143.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
117.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
109.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
103.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
103.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
88.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
84.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
78.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
77.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
75.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
74.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
73.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
72.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
71.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
69.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
68.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
66.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
65.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
65.4
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
65.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
64.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
64.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
63.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
63.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
63.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
63.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
63.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
63.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
62.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
62.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
61.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
61.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
61.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
61.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
61.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
60.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
59.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
59.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
58.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
58.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
57.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
56.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
56.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
56.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
56.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
55.9
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
55.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
54.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
54.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
54.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
53.7
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
53.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
53.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
53.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
52.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
52.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
52.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
52.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
52.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
51.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
51.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
50.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
50.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
50.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
50.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
49.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
49.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
49.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
48.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
48.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
48.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
47.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
47.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
47.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
47.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
47.2
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
47.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
46.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
46.7
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
46.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
46.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
46.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
45.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
45.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
45.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
45.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
44.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
44.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
44.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
44.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
44.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
44.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
44.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
44.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
44.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
43.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
43.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
43.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
43.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
43.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
43.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
43.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
43.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
43.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
43.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
42.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
42.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
42.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
42.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
42.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
42.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
42.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
42.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
41.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
41.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
41.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
41.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
41.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
41.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
41.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
41.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
40.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
40.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
40.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
40.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
40.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
40.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
40.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
40.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
39.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
39.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
39.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
39.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
39.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
39.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
39.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
38.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
38.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
38.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
38.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
38.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
38.3
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
38.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
38.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
38.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
38.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
38.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
38.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
38.0
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
38.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
37.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
37.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
37.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
37.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
36.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
36.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
36.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
36.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
36.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
36.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
36.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
35.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
35.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
35.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
35.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
35.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
35.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
35.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
34.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
34.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
34.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
34.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
34.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
34.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
34.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
34.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
33.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
33.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
33.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
33.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
33.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
32.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
32.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
32.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
32.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
32.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
32.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
32.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
32.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
32.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
32.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
32.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
31.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
31.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
31.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
31.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
31.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
31.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
31.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
31.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
30.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
30.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
30.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
30.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
30.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
30.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
30.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
30.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
30.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
30.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
30.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
29.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
29.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
29.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
29.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
29.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
28.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
28.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
28.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
28.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
27.9
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
27.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
27.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
27.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
27.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
26.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
26.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
26.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
26.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
26.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
25.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
25.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
25.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
25.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
25.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
25.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
25.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
24.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
24.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
24.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
24.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
24.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
24.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
23.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
23.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
23.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
23.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
23.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
22.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
22.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
22.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
22.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
22.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
22.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
22.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
22.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
22.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
21.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
21.0
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
20.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
19.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
19.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
19.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
18.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
18.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
15.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
14.0
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
12.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
10.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
2.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
0.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
0.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
0.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088970003
Tumor
0.7
CPT0012770003
Normal
0.4
CPT0002270011
Tumor
0.4
CPT0014350001
Normal
0.4
CPT0078840001
Normal
0.4
CPT0001340003
Tumor
0.4
CPT0001230001
Normal
0.3
CPT0012570003
Normal
0.3
CPT0079180003
Tumor
0.3
CPT0078800003
Tumor
0.3
CPT0025610001
Normal
0.3
CPT0092740003
Normal
0.3
CPT0018250001
Normal
0.3
CPT0012090003
Normal
0.3
CPT0012640003
Normal
0.3
CPT0079510001
Normal
0.3
CPT0079430001
Normal
0.3
CPT0013790003
Normal
0.3
CPT0081620001
Normal
0.2
CPT0023710001
Normal
0.2
CPT0006950001
Normal
0.2
CPT0088570001
Normal
0.2
CPT0069010001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0078530001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0086950003
Tumor
0.2
CPT0014130001
Normal
0.2
CPT0009080003
Normal
0.2
CPT0092310003
Normal
0.2
CPT0014470001
Normal
0.2
CPT0065450001
Normal
0.2
CPT0076330003
Tumor
0.2
CPT0075570001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0020130001
Normal
0.2
CPT0009020003
Normal
0.2
CPT0088920001
Normal
0.2
CPT0011240003
Tumor
0.2
CPT0089040001
Normal
0.2
CPT0088780001
Normal
0.2
CPT0026420001
Normal
0.2
CPT0023360001
Normal
0.2
CPT0087050003
Normal
0.2
CPT0024680001
Normal
0.2
CPT0088500001
Normal
0.2
CPT0014450004
Tumor
0.2
CPT0066430001
Normal
0.2
CPT0079000001
Normal
0.2
CPT0086830003
Normal
0.2
CPT0000890001
Normal
0.2
CPT0010170001
Normal
0.2
CPT0063320003
Tumor
0.2
CPT0079300001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0017410003
Tumor
0.2
CPT0077140001
Normal
0.2
CPT0012290003
Normal
0.2
CPT0019130003
Tumor
0.2
CPT0012920003
Normal
0.2
CPT0020020001
Normal
0.2
CPT0088710001
Normal
0.2
CPT0000790001
Normal
0.2
CPT0063330001
Normal
0.2
CPT0086820003
Tumor
0.2
CPT0010120001
Normal
0.2
CPT0019160001
Normal
0.2
CPT0078830003
Tumor
0.1
CPT0012550003
Tumor
0.1
CPT0025060001
Normal
0.1
CPT0012280003
Tumor
0.1
CPT0001180009
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0082010001
Normal
0.1
CPT0001550001
Normal
0.1
CPT0006730001
Normal
0.1
CPT0001350001
Normal
0.1
CPT0088480003
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0012180003
Tumor
0.1
CPT0088690003
Tumor
0.1
CPT0011410003
Tumor
0.1
CPT0025920001
Normal
0.1
CPT0078670001
Normal
0.1
CPT0078660003
Tumor
0.1
CPT0089480003
Normal
0.1
CPT0026410003
Tumor
0.1
CPT0001260009
Tumor
0.1
CPT0066520001
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0009000003
Tumor
0.1
CPT0017850003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0012670003
Tumor
0.1
CPT0088640003
Normal
0.1
CPT0086970003
Normal
0.1
CPT0081990003
Tumor
0.1
CPT0077320001
Normal
0.1
CPT0007870001
Normal
0.1
CPT0079270003
Tumor
0.1
CPT0092790003
Tumor
0.1
CPT0078940001
Normal
0.1
CPT0092190003
Normal
0.1
CPT0006530001
Normal
0.1
CPT0086370003
Normal
0.0
CPT0001190001
Normal
0.0
CPT0000660001
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0086890003
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0063630003
Tumor
0.0
CPT0092800003
Normal
0.0
CPT0077110003
Tumor
0.0
CPT0012080003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0001510001
Normal
0.0
CPT0078510003
Tumor
0.0
CPT0065750003
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0065430003
Tumor
0.0
CPT0075130003
Tumor
0.0
CPT0076350001
Normal
0.0
CPT0071150004
Tumor
0.0
CPT0001270001
Normal
0.0
CPT0001220008
Tumor
0.0
CPT0023350003
Tumor
0.0
CPT0000640003
Tumor
0.0
CPT0088630003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0088550004
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0001540009
Tumor
0.0
CPT0069160003
Tumor
0.0
CPT0077490003
Tumor
0.0
CPT0017450001
Normal
0.0
CPT0006440003
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0010110003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0079410003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0079230003
Tumor
-0.1
CPT0085670003
Tumor
-0.1
CPT0078930003
Tumor
-0.1
CPT0014370004
Tumor
-0.1
CPT0089460004
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0086360003
Tumor
-0.1
CPT0025110003
Tumor
-0.1
CPT0064370003
Tumor
-0.1
CPT0088760003
Tumor
-0.1
CPT0065930003
Tumor
-0.1
CPT0084560003
Tumor
-0.1
CPT0089020003
Tumor
-0.1
CPT0000870016
Tumor
-0.1
CPT0025350003
Tumor
-0.2
CPT0007320003
Tumor
-0.2
CPT0065810003
Tumor
-0.2
CPT0012900004
Tumor
-0.2
CPT0007860003
Tumor
-0.2
CPT0078990003
Tumor
-0.2
CPT0086870003
Tumor
-0.2
CPT0087040003
Tumor
-0.2
CPT0021240003
Tumor
-0.2
CPT0010160003
Tumor
-0.2
CPT0081600003
Tumor
-0.2
CPT0025050003
Tumor
-0.3
CPT0020120003
Tumor
-0.3
CPT0025230003
Tumor
-0.3
CPT0025580004
Tumor
-0.3
CPT0019990003
Tumor
-0.3
CPT0009060003
Tumor
-0.3
CPT0015810003
Tumor
-0.3
CPT0006900003
Tumor
-0.3
CPT0079380003
Tumor
-0.4
CPT0077310003
Tumor
-0.4
CPT0092730003
Tumor
-0.5
CPT0086030003
Tumor
-0.5
CPT0006630003
Tumor
-0.6
CPT0065690003
Tumor
-0.6
CPT0092290003
Tumor
-0.7
CPT0025290003
Tumor
-0.7
CPT0025170003
Tumor
-0.7
CPT0014160003
Tumor
-0.7
CPT0015730003
Tumor
-0.8
CPT0023690003
Tumor
-0.9
CPT0081880003
Tumor
-1.0
CPT0075560003
Tumor
-1.1
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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
