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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.
G6PD 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
36.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
87.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
86.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
82.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
75.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
71.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
67.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
66.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
65.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
64.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
62.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
54.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
49.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
48.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
48.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
48.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
47.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
46.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
46.2
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
46.2
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
45.9
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
42.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
41.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
41.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
41.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
38.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
38.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
37.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
37.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
37.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
33.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
33.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
30.9
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
30.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
29.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
29.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
29.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
28.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
27.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
26.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
26.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
26.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
25.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
25.8
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
25.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
25.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
25.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
24.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
24.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
24.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
21.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
20.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
20.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
19.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
19.1
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
18.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
17.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
17.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
15.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
15.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
14.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
13.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
11.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
8.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 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.
G6PD 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
22.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
129.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
108.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
93.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
80.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
79.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
77.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
76.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
71.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
70.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
62.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
59.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
57.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
56.5
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
54.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
52.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
50.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
48.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
47.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
47.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
45.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
44.8
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
43.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
43.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
42.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
41.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
40.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
40.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
40.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
39.7
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
39.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
39.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
38.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
37.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
35.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
35.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
35.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
35.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
34.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
34.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
34.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
34.2
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
34.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
34.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
33.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
32.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
32.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
32.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
32.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
32.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
32.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
32.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
32.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
31.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
31.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
31.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
31.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
31.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
31.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
31.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
31.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
30.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
30.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
30.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
30.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
30.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
30.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
30.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
30.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
30.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
29.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
29.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
29.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
29.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
29.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
29.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
28.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
28.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
28.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
28.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
28.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
28.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
28.4
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
28.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
28.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
28.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
28.0
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
27.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
27.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
27.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
27.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
27.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
27.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
27.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
27.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
27.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
27.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
27.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
27.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
27.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
26.9
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
26.8
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
26.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
26.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
26.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
26.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
26.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
26.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
26.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
25.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
25.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
25.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
25.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
25.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
25.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
25.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
25.6
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
25.6
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
25.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
25.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
25.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
25.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
25.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
25.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
25.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
25.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
25.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
25.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
25.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
25.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
25.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
25.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
24.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
24.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
24.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
24.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
24.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
24.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
24.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
24.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
24.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
24.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
24.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
24.5
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
24.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
24.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
24.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
24.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
24.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
24.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
24.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
24.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
24.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
24.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
24.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
24.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
24.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
24.0
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
23.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
23.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
23.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
23.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
23.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
23.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
23.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
23.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
23.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
23.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
23.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
23.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
23.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
23.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
23.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
23.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
23.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
23.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
23.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
23.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
23.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
23.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
23.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
23.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
23.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
22.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
22.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
22.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
22.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
22.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
22.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
22.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
22.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
22.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
22.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
22.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
22.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
22.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
22.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
22.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
22.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
22.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
22.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
22.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
22.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
22.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
22.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
22.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
22.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
22.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
22.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
22.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
22.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
22.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
21.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
21.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
21.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
21.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
21.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
21.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
21.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
21.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
21.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
21.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
21.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
21.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
21.5
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
21.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
21.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
21.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
21.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
21.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
21.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
21.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
21.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
21.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
21.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
21.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
21.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
21.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
21.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
21.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
21.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
21.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
21.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
21.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
21.0
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
20.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
20.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
20.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
20.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
20.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
20.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
20.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
20.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
20.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
20.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
20.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
20.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
20.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
20.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
20.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
20.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
20.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
20.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
20.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
20.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
20.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
20.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
20.2
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
20.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
20.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
20.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
20.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
20.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
20.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
20.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
20.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
20.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
19.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
19.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
19.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
19.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
19.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
19.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
19.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
19.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
19.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
19.5
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
19.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
19.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
19.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
19.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
19.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
19.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
19.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
19.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
19.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
19.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
19.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
19.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
19.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
19.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
19.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
19.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
19.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
19.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
19.0
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
18.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
18.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
18.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
18.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
18.9
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
18.8
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
18.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
18.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
18.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
18.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
18.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
18.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
18.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
18.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
18.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
18.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
18.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
18.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
18.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
18.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
18.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
18.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
18.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
18.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
18.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
18.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
18.2
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
18.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
18.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
18.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
18.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
18.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
18.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
18.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
18.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
18.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
18.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
17.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
17.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
17.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
17.8
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
17.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
17.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
17.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
17.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
17.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
17.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
17.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
17.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
17.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
17.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
17.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
17.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
17.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
17.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
17.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
17.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
17.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
17.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
17.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
17.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
17.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
17.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
17.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
16.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
16.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
16.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
16.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
16.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
16.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
16.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
16.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
16.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
16.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
16.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
16.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
16.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
16.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
16.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
16.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
16.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
16.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
16.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
16.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
16.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
16.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
16.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
16.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
16.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
16.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
16.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
16.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
16.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
16.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
16.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
16.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
16.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
16.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
15.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
15.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
15.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
15.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
15.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
15.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
15.7
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
15.7
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
15.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
15.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
15.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
15.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
15.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
15.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
15.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
15.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
15.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
15.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
15.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
15.2
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
15.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
15.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
15.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
15.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
15.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
14.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
14.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
14.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
14.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
14.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
14.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
14.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
14.7
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
14.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
14.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
14.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
14.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
14.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
14.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
14.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
14.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
14.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
14.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
13.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
13.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
13.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
13.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
13.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
13.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
13.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
13.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
13.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
13.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
13.5
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
13.5
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
13.4
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
13.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
13.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
13.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
13.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
13.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
13.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
12.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
12.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
12.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
12.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
12.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
12.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
12.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
12.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
12.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
12.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
12.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
12.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
12.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
12.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
12.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
12.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
12.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
12.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
11.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
11.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
11.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
11.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
10.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
10.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
10.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
10.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
10.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
10.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
10.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
9.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
9.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
9.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
9.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
9.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
9.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
9.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
9.2
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
9.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
8.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
8.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
7.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
7.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
7.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
7.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
6.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
6.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
6.1
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
3.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
G6PD 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
22.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
67.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
59.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
58.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
58.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
53.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
39.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
38.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
35.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
34.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
34.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
32.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
32.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
30.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
30.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
29.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
28.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
28.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
27.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
26.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
25.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
25.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
24.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
24.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
23.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
23.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
23.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
23.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
23.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
23.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
22.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
22.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
22.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
22.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
22.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
22.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
22.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
21.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
21.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
21.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
21.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
21.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
21.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
21.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
20.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
20.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
20.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
20.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
20.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
20.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
20.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
20.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
20.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
20.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
20.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
19.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
19.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
19.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
19.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
18.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
18.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
18.6
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
18.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
17.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
17.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
17.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
17.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
17.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
17.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
17.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
16.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
16.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
16.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
16.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
16.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
15.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
15.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
15.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
15.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
15.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
15.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
15.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
15.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
14.9
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
14.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
14.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
13.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
13.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
13.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
13.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
13.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
13.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
12.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
12.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
12.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
11.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
10.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 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.
G6PD is potential prognostic, high expression is unfavorable 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
68.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
786.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
601.3
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
521.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
393.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
384.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
379.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
377.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
372.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
329.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
313.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
270.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
245.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
243.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
234.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
233.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
215.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
214.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
196.4
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
191.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
189.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
184.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
167.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
162.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
155.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
149.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
149.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
146.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
141.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
139.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
132.7
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
132.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
131.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
125.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
125.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
124.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
122.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
119.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
117.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
116.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
113.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
108.4
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
102.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
100.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
100.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
99.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
96.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
93.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
91.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
91.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
89.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
83.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
81.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
81.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
81.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
80.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
79.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
79.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
78.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
78.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
77.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
76.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
76.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
73.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
71.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
71.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
70.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
68.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
68.8
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
68.7
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
68.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
67.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
67.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
67.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
67.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
66.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
63.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
62.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
62.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
61.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
61.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
60.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
60.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
60.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
58.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
58.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
58.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
58.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
58.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
58.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
57.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
55.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
55.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
54.6
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
54.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
54.1
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
53.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
53.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
52.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
52.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
52.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
52.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
50.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
50.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
50.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
50.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
50.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
49.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
49.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
49.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
49.2
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
49.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
49.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
48.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
47.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
47.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
46.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
46.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
46.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
46.3
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
46.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
45.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
45.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
45.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
44.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
44.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
43.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
43.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
43.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
43.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
43.5
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
43.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
42.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
42.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
42.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
42.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
42.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
42.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
42.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
42.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
41.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
41.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
41.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
41.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
40.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
40.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
40.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
40.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
39.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
39.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
39.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
39.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
39.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
38.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
38.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
37.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
37.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
37.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
36.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
36.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
36.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
36.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
36.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
36.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
35.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
35.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
35.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
35.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
35.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
34.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
34.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
33.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
33.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
33.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
33.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
33.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
32.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
32.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
32.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
32.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
32.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
32.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
32.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
32.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
32.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
31.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
31.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
31.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
30.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
30.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
30.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
30.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
30.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
30.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
30.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
30.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
29.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
29.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
29.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
29.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
29.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
29.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
29.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
28.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
28.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
28.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
28.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
27.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
27.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
27.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
27.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
27.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
27.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
27.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
27.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
26.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
26.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
26.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
26.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
26.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
26.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
25.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
25.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
25.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
25.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
25.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
24.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
24.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
24.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
24.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
24.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
23.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
23.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
23.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
23.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
23.7
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
23.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
23.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
23.0
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
22.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
22.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
22.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
22.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
21.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
21.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
21.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
20.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
20.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
20.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
20.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
20.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
19.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
19.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
19.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
19.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
18.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
18.5
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
18.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
18.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
18.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
18.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
18.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
17.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
17.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
16.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
16.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
16.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
16.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
15.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
15.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
14.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
14.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
14.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
14.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
14.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
14.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
13.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
13.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
12.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
12.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
12.5
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
12.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
12.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0081880003
Tumor
2.3
CPT0076330003
Tumor
1.9
CPT0012180003
Tumor
1.6
CPT0001340003
Tumor
1.5
CPT0075130003
Tumor
1.5
CPT0023350003
Tumor
1.1
CPT0021240003
Tumor
1.1
CPT0012550003
Tumor
0.8
CPT0078800003
Tumor
0.7
CPT0069160003
Tumor
0.7
CPT0024670003
Tumor
0.6
CPT0002350011
Tumor
0.6
CPT0079270003
Tumor
0.5
CPT0088550004
Tumor
0.5
CPT0001540009
Tumor
0.4
CPT0017850003
Tumor
0.4
CPT0025230003
Tumor
0.4
CPT0088690003
Tumor
0.4
CPT0078510003
Tumor
0.4
CPT0001180009
Tumor
0.4
CPT0025110003
Tumor
0.3
CPT0025290003
Tumor
0.3
CPT0012670003
Tumor
0.3
CPT0017410003
Tumor
0.3
CPT0065690003
Tumor
0.3
CPT0063630003
Tumor
0.3
CPT0014160003
Tumor
0.3
CPT0025050003
Tumor
0.3
CPT0092290003
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0075560003
Tumor
0.2
CPT0009000003
Tumor
0.2
CPT0012280003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0088900003
Tumor
0.2
CPT0066480003
Tumor
0.2
CPT0077110003
Tumor
0.2
CPT0084560003
Tumor
0.2
CPT0026410003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0011240003
Tumor
0.1
CPT0025880003
Tumor
0.1
CPT0077320001
Normal
0.1
CPT0012080003
Tumor
0.1
CPT0086870003
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0065930003
Tumor
0.1
CPT0025170003
Tumor
0.1
CPT0001260009
Tumor
0.1
CPT0081990003
Tumor
0.1
CPT0019990003
Tumor
0.0
CPT0002270011
Tumor
0.0
CPT0092190003
Normal
0.0
CPT0088970003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0006440003
Tumor
0.0
CPT0081600003
Tumor
0.0
CPT0088630003
Tumor
0.0
CPT0069000003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0086950003
Tumor
0.0
CPT0010110003
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0025580004
Tumor
-0.1
CPT0071150004
Tumor
-0.1
CPT0010120001
Normal
-0.1
CPT0092790003
Tumor
-0.1
CPT0079480003
Tumor
-0.1
CPT0024680001
Normal
-0.1
CPT0066470004
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0011410003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0088480003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0014370004
Tumor
-0.1
CPT0086030003
Tumor
-0.1
CPT0076350001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0018250001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0092730003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0079510001
Normal
-0.1
CPT0001220008
Tumor
-0.1
CPT0012290003
Normal
-0.1
CPT0069190001
Normal
-0.1
CPT0014450004
Tumor
-0.2
CPT0079410003
Tumor
-0.2
CPT0088570001
Normal
-0.2
CPT0015730003
Tumor
-0.2
CPT0009060003
Tumor
-0.2
CPT0086830003
Normal
-0.2
CPT0013790003
Normal
-0.2
CPT0002370001
Normal
-0.2
CPT0000660001
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0014470001
Normal
-0.2
CPT0079180003
Tumor
-0.2
CPT0077500001
Normal
-0.2
CPT0082010001
Normal
-0.2
CPT0006530001
Normal
-0.2
CPT0078660003
Tumor
-0.2
CPT0078940001
Normal
-0.2
CPT0086360003
Tumor
-0.2
CPT0063320003
Tumor
-0.2
CPT0001550001
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0023360001
Normal
-0.2
CPT0092800003
Normal
-0.2
CPT0064370003
Tumor
-0.2
CPT0075570001
Normal
-0.2
CPT0000870016
Tumor
-0.2
CPT0009020003
Normal
-0.2
CPT0019130003
Tumor
-0.2
CPT0012090003
Normal
-0.2
CPT0077490003
Tumor
-0.2
CPT0088920001
Normal
-0.2
CPT0065870003
Tumor
-0.2
CPT0077140001
Normal
-0.2
CPT0079300001
Normal
-0.2
CPT0025350003
Tumor
-0.2
CPT0089040001
Normal
-0.2
CPT0078930003
Tumor
-0.2
CPT0063640001
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0025060001
Normal
-0.2
CPT0088500001
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0066520001
Normal
-0.3
CPT0025610001
Normal
-0.3
CPT0087050003
Normal
-0.3
CPT0023710001
Normal
-0.3
CPT0000780007
Tumor
-0.3
CPT0012640003
Normal
-0.3
CPT0078840001
Normal
-0.3
CPT0006900003
Tumor
-0.3
CPT0007470001
Normal
-0.3
CPT0065430003
Tumor
-0.3
CPT0089480003
Normal
-0.3
CPT0092740003
Normal
-0.3
CPT0025920001
Normal
-0.3
CPT0006950001
Normal
-0.3
CPT0066430001
Normal
-0.3
CPT0078670001
Normal
-0.3
CPT0014130001
Normal
-0.3
CPT0015910003
Tumor
-0.3
CPT0079000001
Normal
-0.3
CPT0079230003
Tumor
-0.3
CPT0063330001
Normal
-0.3
CPT0012570003
Normal
-0.3
CPT0065750003
Tumor
-0.3
CPT0012920003
Normal
-0.3
CPT0064400001
Normal
-0.3
CPT0020130001
Normal
-0.3
CPT0014350001
Normal
-0.3
CPT0001350001
Normal
-0.3
CPT0069010001
Normal
-0.3
CPT0086890003
Normal
-0.3
CPT0010170001
Normal
-0.3
CPT0006730001
Normal
-0.3
CPT0026420001
Normal
-0.3
CPT0077310003
Tumor
-0.3
CPT0081620001
Normal
-0.3
CPT0092310003
Normal
-0.3
CPT0088640003
Normal
-0.3
CPT0019160001
Normal
-0.3
CPT0007870001
Normal
-0.3
CPT0001500009
Tumor
-0.3
CPT0012900004
Tumor
-0.3
CPT0009080003
Normal
-0.3
CPT0086820003
Tumor
-0.3
CPT0086370003
Normal
-0.3
CPT0000790001
Normal
-0.4
CPT0065450001
Normal
-0.4
CPT0000640003
Tumor
-0.4
CPT0088760003
Tumor
-0.4
CPT0001230001
Normal
-0.4
CPT0020020001
Normal
-0.4
CPT0006630003
Tumor
-0.4
CPT0078830003
Tumor
-0.4
CPT0085670003
Tumor
-0.4
CPT0012770003
Normal
-0.4
CPT0078530001
Normal
-0.4
CPT0087040003
Tumor
-0.5
CPT0007320003
Tumor
-0.5
CPT0010160003
Tumor
-0.6
CPT0089020003
Tumor
-0.6
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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
