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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.
ERAL1 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
21.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
67.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
55.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
52.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
47.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
40.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
39.3
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
35.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
35.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
35.1
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
31.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
31.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
28.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
28.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
25.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
22.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
22.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
22.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
21.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
21.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
21.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
21.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
20.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
20.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
19.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
19.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
19.7
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
19.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
19.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
19.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
19.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
18.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
18.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
17.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
17.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
17.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
17.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
17.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
17.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
17.0
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
16.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
16.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
16.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
16.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
16.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
16.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
16.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
15.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
15.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
15.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
15.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
15.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
15.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
15.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
15.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
13.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
12.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
12.9
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
12.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
12.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
11.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
10.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
8.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
5.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 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.
ERAL1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
27.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
105.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
57.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
56.8
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
53.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
51.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
51.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
50.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
46.8
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
46.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
46.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
46.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
45.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
45.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
44.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
43.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
42.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
42.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
41.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
41.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
41.2
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
41.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
40.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
39.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
39.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
39.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
39.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
39.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
39.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
39.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
38.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
38.7
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
38.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
38.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
38.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
37.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
37.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
37.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
37.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
37.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
37.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
36.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
36.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
36.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
36.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
36.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
36.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
36.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
35.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
35.7
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
35.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
35.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
35.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
35.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
35.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
35.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
35.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
35.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
35.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
35.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
35.2
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
35.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
35.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
35.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
35.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
34.9
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
34.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
34.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
34.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
34.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
34.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
34.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
34.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
34.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
34.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
34.3
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
34.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
34.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
34.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
34.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
34.2
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
34.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
34.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
34.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
34.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
34.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
33.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
33.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
33.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
33.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
33.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
33.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
33.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
33.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
33.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
33.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
33.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
33.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
33.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
33.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
33.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
33.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
33.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
33.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
33.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
33.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
33.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
32.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
32.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
32.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
32.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
32.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
32.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
32.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
32.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
32.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
32.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
32.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
32.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
32.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
32.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
32.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
32.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
32.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
32.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
32.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
32.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
32.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
32.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
32.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
31.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
31.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
31.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
31.8
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
31.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
31.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
31.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
31.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
31.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
31.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
31.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
31.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
31.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
31.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
31.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
31.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
31.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
31.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
31.4
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
31.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
31.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
31.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
31.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
31.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
31.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
31.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
30.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
30.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
30.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
30.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
30.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
30.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
30.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
30.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
30.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
30.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
30.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
30.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
30.3
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
30.2
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
30.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
30.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
30.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.1
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
30.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
30.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
30.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
30.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
30.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
30.0
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
30.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
30.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
30.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
30.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
29.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
29.9
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
29.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
29.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
29.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
29.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
29.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
29.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
29.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
29.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
29.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
29.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
29.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
29.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
29.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
29.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
29.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
29.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
29.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
29.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
29.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
29.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
29.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
29.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
28.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
28.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
28.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
28.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
28.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
28.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
28.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
28.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
28.7
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
28.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
28.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
28.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
28.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
28.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
28.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
28.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
28.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
28.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
28.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
28.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
28.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
28.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
28.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
28.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
27.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
27.9
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
27.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
27.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
27.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
27.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
27.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
27.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
27.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
27.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
27.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
27.6
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
27.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
27.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
27.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
27.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
27.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
27.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
27.3
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
27.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
27.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
27.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
27.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
27.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
27.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
27.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
27.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
27.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
26.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
26.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
26.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
26.7
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
26.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
26.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
26.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
26.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
26.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
26.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
26.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
26.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
26.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
26.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
26.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
26.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
26.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
26.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
26.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
26.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
26.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
26.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
26.3
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
26.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
26.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
26.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
26.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
25.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
25.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
25.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
25.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
25.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
25.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
25.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
25.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
25.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
25.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
25.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
25.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
25.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
25.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
25.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
25.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
25.5
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
25.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
25.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
25.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
25.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
25.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
25.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
25.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
25.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
25.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
25.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
25.2
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
25.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
25.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
25.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
25.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
25.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
25.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
25.0
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
25.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
24.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
24.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
24.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
24.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
24.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
24.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
24.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
24.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
24.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
24.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
24.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
24.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
24.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
24.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
24.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
24.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
24.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
24.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
24.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
24.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
24.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
24.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
24.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
24.4
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
24.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
24.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
24.4
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
24.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
24.4
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
24.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
24.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
24.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
24.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
24.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
23.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
23.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
23.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
23.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
23.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
23.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
23.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
23.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
23.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
23.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
23.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
23.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
23.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
23.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
23.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
23.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
23.3
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
23.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
23.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
23.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
23.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
23.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
23.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
23.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
23.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
23.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
23.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
22.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
22.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
22.9
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
22.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
22.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
22.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
22.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
22.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
22.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
22.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
22.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
22.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
22.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
22.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
22.5
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
22.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
22.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
22.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
22.2
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
22.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
22.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
22.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
22.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
22.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
22.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
22.1
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
22.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
22.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
21.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
21.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
21.9
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
21.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
21.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
21.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
21.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
21.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
21.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
21.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
21.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
21.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
21.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
21.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
21.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
21.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
21.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
21.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
21.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
21.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
20.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
20.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
20.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
20.6
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
20.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
20.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
20.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
20.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
20.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
20.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
20.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
20.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
20.0
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
19.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
19.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
19.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
19.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
19.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
19.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
19.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
19.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
19.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
19.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
19.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
19.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
19.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
18.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
18.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
18.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
18.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
18.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
18.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
18.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
18.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
18.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
18.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
18.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
18.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
18.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
18.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
17.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
17.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
17.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
17.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
17.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
17.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
17.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
16.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
16.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
16.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
16.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
16.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
15.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
15.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
15.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
15.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
15.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
15.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
15.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
15.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
14.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
14.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
14.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
14.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
14.4
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
14.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
14.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
14.1
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
14.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
13.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
13.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
13.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
13.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
12.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
12.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
12.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
12.2
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
12.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
11.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
10.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
10.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
9.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
8.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
8.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
8.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
5.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
ERAL1 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
24.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
60.6
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
42.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
41.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
35.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
35.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
32.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
32.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
32.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
31.8
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
31.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
31.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
31.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
30.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
30.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
29.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
29.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
29.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
28.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
28.6
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
28.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
28.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
28.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
28.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
27.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
27.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
27.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
27.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
26.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
26.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
26.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
26.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
26.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
26.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
26.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
25.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
25.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
25.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
25.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
25.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
25.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
25.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
25.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
25.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
25.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
25.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
24.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
24.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
24.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
24.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
24.2
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
24.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
23.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
23.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
23.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
23.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
23.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
23.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
23.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
23.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
22.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
22.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
22.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
22.6
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
22.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
22.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
22.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
22.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
21.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
21.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
21.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
21.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
21.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
21.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
21.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
21.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
20.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
20.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
20.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
20.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
20.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
20.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
20.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
20.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
19.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
18.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
18.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
18.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
18.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
18.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
18.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
18.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
16.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
16.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
15.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
14.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
13.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ERAL1 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
45.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
164.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
109.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
97.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
94.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
93.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
93.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
90.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
89.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
88.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
87.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
84.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
84.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
83.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
82.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
81.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
79.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
77.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
76.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
75.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
75.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
74.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
73.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
72.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
72.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
72.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
72.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
71.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
70.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
67.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
67.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
67.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
67.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
66.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
66.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
65.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
65.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
64.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
63.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
63.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
63.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
63.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
63.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
62.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
62.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
62.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
62.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
61.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
60.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
60.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
60.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
60.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
60.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
60.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
59.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
59.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
58.9
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
58.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
58.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
58.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
58.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
58.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
57.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
57.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
57.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
56.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
56.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
56.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
56.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
55.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
55.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
55.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
55.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
55.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
54.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
54.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
54.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
54.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
54.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
54.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
53.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
53.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
53.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
53.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
53.1
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
52.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
52.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
52.7
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
52.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
52.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
52.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
52.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
52.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
52.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
52.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
51.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
51.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
51.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
51.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
51.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
51.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
51.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
50.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
50.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
50.9
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
50.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
50.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
50.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
50.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
50.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
49.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
49.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
49.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
49.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
49.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
49.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
49.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
48.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
48.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
48.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
47.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
47.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
47.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
47.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
47.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
47.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
47.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
47.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
47.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
47.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
47.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
46.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
46.6
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
46.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
46.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
46.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
46.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
46.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
45.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
45.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
44.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
44.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
44.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
44.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
44.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
43.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
43.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
43.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
43.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
43.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
43.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
42.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
42.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
42.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
42.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
42.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
41.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
41.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
41.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
41.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
41.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
40.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
39.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
39.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
39.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
39.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
39.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
39.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
39.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
38.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
38.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
38.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
38.8
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
38.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
38.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
38.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
38.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
38.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
37.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
37.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
36.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
36.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
36.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
36.8
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
36.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
36.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
36.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
36.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
36.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
36.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
35.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
35.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
35.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
35.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
34.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
34.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
34.5
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
34.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
34.3
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
34.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
34.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
33.9
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
33.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
33.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
33.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
33.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
33.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
32.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
32.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
32.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
31.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
31.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
31.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
31.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
31.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
31.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
31.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
31.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
31.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
31.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
31.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
30.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
30.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
30.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
30.4
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
30.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
30.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
30.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
30.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
29.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
29.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
29.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
29.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
29.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
29.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
28.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
28.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
28.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
28.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
28.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
28.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
27.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
27.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
27.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
27.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
27.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
27.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
26.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
26.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
26.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
26.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
25.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
25.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
25.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
24.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
24.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
24.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
24.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
23.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
23.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
23.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
23.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
21.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
21.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
21.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
21.1
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
20.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
20.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
20.1
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
18.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
18.1
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
17.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
16.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
16.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
15.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
14.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
14.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
13.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
12.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
11.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
11.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
9.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0065450001
Normal
0.8
CPT0092740003
Normal
0.8
CPT0012670003
Tumor
0.7
CPT0009080003
Normal
0.7
CPT0010170001
Normal
0.6
CPT0006730001
Normal
0.6
CPT0012090003
Normal
0.6
CPT0012770003
Normal
0.6
CPT0000790001
Normal
0.6
CPT0023710001
Normal
0.6
CPT0092310003
Normal
0.6
CPT0006950001
Normal
0.6
CPT0078840001
Normal
0.6
CPT0002270011
Tumor
0.5
CPT0026420001
Normal
0.5
CPT0025060001
Normal
0.5
CPT0078940001
Normal
0.5
CPT0079430001
Normal
0.5
CPT0092800003
Normal
0.5
CPT0086370003
Normal
0.5
CPT0023360001
Normal
0.5
CPT0087050003
Normal
0.5
CPT0064400001
Normal
0.5
CPT0088780001
Normal
0.5
CPT0088640003
Normal
0.4
CPT0014470001
Normal
0.4
CPT0088500001
Normal
0.4
CPT0001350001
Normal
0.4
CPT0007870001
Normal
0.4
CPT0025920001
Normal
0.4
CPT0001550001
Normal
0.4
CPT0069010001
Normal
0.4
CPT0001230001
Normal
0.4
CPT0078800003
Tumor
0.4
CPT0012570003
Normal
0.4
CPT0001500009
Tumor
0.4
CPT0086970003
Normal
0.4
CPT0012180003
Tumor
0.4
CPT0089480003
Normal
0.4
CPT0077140001
Normal
0.3
CPT0088920001
Normal
0.3
CPT0088710001
Normal
0.3
CPT0014350001
Normal
0.3
CPT0078670001
Normal
0.3
CPT0018250001
Normal
0.3
CPT0025610001
Normal
0.3
CPT0078530001
Normal
0.3
CPT0077500001
Normal
0.3
CPT0089040001
Normal
0.3
CPT0081620001
Normal
0.3
CPT0009020003
Normal
0.3
CPT0076350001
Normal
0.3
CPT0001510001
Normal
0.3
CPT0014130001
Normal
0.3
CPT0020130001
Normal
0.3
CPT0012290003
Normal
0.3
CPT0086890003
Normal
0.3
CPT0078660003
Tumor
0.2
CPT0014450004
Tumor
0.2
CPT0065820001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0012640003
Normal
0.2
CPT0012920003
Normal
0.2
CPT0066520001
Normal
0.2
CPT0013790003
Normal
0.2
CPT0069190001
Normal
0.2
CPT0017450001
Normal
0.2
CPT0086830003
Normal
0.2
CPT0075570001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0066430001
Normal
0.2
CPT0079180003
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0000890001
Normal
0.1
CPT0020120003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0088690003
Tumor
0.1
CPT0020020001
Normal
0.1
CPT0026410003
Tumor
0.1
CPT0012550003
Tumor
0.1
CPT0082010001
Normal
0.0
CPT0063640001
Normal
0.0
CPT0079410003
Tumor
0.0
CPT0092790003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0086820003
Tumor
0.0
CPT0092290003
Tumor
0.0
CPT0012280003
Tumor
0.0
CPT0012900004
Tumor
0.0
CPT0075560003
Tumor
-0.1
CPT0088900003
Tumor
-0.1
CPT0088970003
Tumor
-0.1
CPT0019160001
Normal
-0.1
CPT0019990003
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0086360003
Tumor
-0.2
CPT0014160003
Tumor
-0.2
CPT0006440003
Tumor
-0.2
CPT0023690003
Tumor
-0.2
CPT0001190001
Normal
-0.2
CPT0066470004
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0079000001
Normal
-0.2
CPT0001270001
Normal
-0.2
CPT0017850003
Tumor
-0.2
CPT0010120001
Normal
-0.2
CPT0009060003
Tumor
-0.2
CPT0075130003
Tumor
-0.3
CPT0069000003
Tumor
-0.3
CPT0077110003
Tumor
-0.3
CPT0089020003
Tumor
-0.3
CPT0001340003
Tumor
-0.3
CPT0077310003
Tumor
-0.3
CPT0079300001
Normal
-0.3
CPT0002350011
Tumor
-0.3
CPT0006900003
Tumor
-0.3
CPT0025880003
Tumor
-0.3
CPT0012080003
Tumor
-0.3
CPT0017410003
Tumor
-0.3
CPT0007320003
Tumor
-0.3
CPT0079480003
Tumor
-0.4
CPT0088550004
Tumor
-0.4
CPT0015910003
Tumor
-0.4
CPT0069160003
Tumor
-0.4
CPT0078510003
Tumor
-0.4
CPT0010110003
Tumor
-0.4
CPT0089460004
Tumor
-0.4
CPT0065810003
Tumor
-0.4
CPT0086950003
Tumor
-0.4
CPT0007860003
Tumor
-0.4
CPT0079270003
Tumor
-0.4
CPT0021240003
Tumor
-0.4
CPT0081600003
Tumor
-0.4
CPT0063630003
Tumor
-0.4
CPT0078830003
Tumor
-0.4
CPT0079510001
Normal
-0.4
CPT0000640003
Tumor
-0.4
CPT0001260009
Tumor
-0.5
CPT0085670003
Tumor
-0.5
CPT0088480003
Tumor
-0.5
CPT0015730003
Tumor
-0.5
CPT0084560003
Tumor
-0.5
CPT0025050003
Tumor
-0.5
CPT0065750003
Tumor
-0.5
CPT0025580004
Tumor
-0.5
CPT0077490003
Tumor
-0.5
CPT0076330003
Tumor
-0.5
CPT0001220008
Tumor
-0.5
CPT0009000003
Tumor
-0.5
CPT0092190003
Normal
-0.5
CPT0000870016
Tumor
-0.5
CPT0086030003
Tumor
-0.5
CPT0063320003
Tumor
-0.5
CPT0087040003
Tumor
-0.5
CPT0023350003
Tumor
-0.6
CPT0086870003
Tumor
-0.6
CPT0065430003
Tumor
-0.6
CPT0071150004
Tumor
-0.6
CPT0079380003
Tumor
-0.6
CPT0064370003
Tumor
-0.6
CPT0006630003
Tumor
-0.6
CPT0077320001
Normal
-0.6
CPT0084590001
Normal
-0.7
CPT0000780007
Tumor
-0.7
CPT0081990003
Tumor
-0.7
CPT0078930003
Tumor
-0.7
CPT0019130003
Tumor
-0.7
CPT0011240003
Tumor
-0.7
CPT0015810003
Tumor
-0.7
CPT0011410003
Tumor
-0.7
CPT0025170003
Tumor
-0.7
CPT0092730003
Tumor
-0.7
CPT0092160003
Tumor
-0.8
CPT0001540009
Tumor
-0.8
CPT0001180009
Tumor
-0.8
CPT0088630003
Tumor
-0.8
CPT0012370003
Tumor
-0.8
CPT0079230003
Tumor
-0.8
CPT0025230003
Tumor
-0.8
CPT0088760003
Tumor
-0.9
CPT0066480003
Tumor
-0.9
CPT0014370004
Tumor
-1.0
CPT0065870003
Tumor
-1.0
CPT0010160003
Tumor
-1.1
CPT0075720003
Tumor
-1.1
CPT0025290003
Tumor
-1.2
CPT0078990003
Tumor
-1.2
CPT0025110003
Tumor
-1.2
CPT0065690003
Tumor
-1.3
CPT0025350003
Tumor
-1.4
CPT0065930003
Tumor
-1.5
CPT0081880003
Tumor
-1.5
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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
