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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.
TMA16 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
12.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
43.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
35.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
32.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
30.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
27.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
25.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
24.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
22.6
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
20.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
20.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
19.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
19.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
18.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
18.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
17.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
17.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
16.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
16.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
16.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
15.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
14.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
14.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
14.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
13.3
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
11.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
11.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
11.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
11.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
10.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
10.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
10.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
9.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
9.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
8.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
8.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
8.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
8.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
7.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
7.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
7.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
6.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
6.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
6.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
6.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
6.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
6.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
6.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
6.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
5.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
5.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
5.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
5.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
5.5
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
5.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
5.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
5.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
4.7
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
4.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
4.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
3.9
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
3.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 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.
TMA16 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
11.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
48.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
45.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
37.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
26.8
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
25.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
25.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
24.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
23.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
23.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
22.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
21.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
20.4
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
20.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
19.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
19.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
19.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
19.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
19.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
19.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
19.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
19.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
18.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
18.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
18.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
18.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
18.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
18.3
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
18.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
18.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
18.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
17.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
17.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
17.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
17.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
17.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
17.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
17.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
17.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
17.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
17.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
17.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
16.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
16.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
16.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
16.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
16.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
16.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
16.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
16.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
16.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
16.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
16.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
16.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
16.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
16.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
16.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
16.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
16.2
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
16.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
16.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
16.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
16.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
16.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
16.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
16.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
16.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
16.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
16.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
16.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
15.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
15.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
15.9
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
15.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
15.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
15.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
15.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
15.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
15.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
15.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
15.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
15.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
15.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
15.4
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
15.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
15.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
15.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
15.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
15.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
15.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
15.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
15.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
15.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
15.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
15.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
14.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
14.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
14.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
14.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
14.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
14.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
14.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
14.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
14.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
14.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
14.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
14.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
14.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
14.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
14.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
14.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
14.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
14.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
14.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
14.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
14.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
14.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
14.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
14.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
14.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
14.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
14.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
14.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
14.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
14.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
14.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
14.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
14.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
14.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
14.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
14.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
14.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
14.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
14.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
14.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
14.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
14.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
14.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
14.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
14.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
14.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
13.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
13.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
13.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
13.9
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
13.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
13.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
13.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
13.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
13.7
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
13.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
13.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
13.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
13.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
13.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
13.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
13.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
13.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
13.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
13.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
13.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
13.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
13.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
13.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
13.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
13.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
13.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
13.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
13.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
13.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
13.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
13.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
13.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
13.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
13.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
13.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
13.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
13.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
13.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
13.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
13.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
13.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
13.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
13.1
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
13.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
13.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
13.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
13.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
13.0
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
13.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
13.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
13.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
13.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
12.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
12.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
12.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
12.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
12.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
12.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
12.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
12.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
12.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
12.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
12.8
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
12.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
12.7
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
12.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
12.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
12.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
12.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
12.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
12.7
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
12.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
12.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
12.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
12.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
12.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
12.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
12.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
12.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
12.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
12.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
12.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
12.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
12.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
12.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
12.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
12.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
12.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
12.3
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
12.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
12.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
12.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
12.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
12.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
12.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
12.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
12.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
12.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
12.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
12.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
12.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
12.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
12.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
12.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
12.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
11.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
11.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
11.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
11.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
11.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
11.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
11.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
11.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
11.8
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
11.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
11.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
11.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
11.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
11.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
11.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
11.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
11.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
11.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
11.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
11.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
11.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
11.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
11.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
11.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
11.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
11.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
11.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
11.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
11.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
11.5
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
11.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
11.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
11.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
11.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
11.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
11.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
11.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
11.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
11.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
11.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
11.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
11.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
11.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
11.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
11.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
11.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
11.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
11.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
11.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
11.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
11.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
11.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
11.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
11.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
11.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
11.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
11.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
11.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
11.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
11.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
11.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
11.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
11.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
11.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
10.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
10.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
10.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
10.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
10.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
10.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
10.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
10.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
10.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
10.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
10.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
10.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
10.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
10.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
10.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
10.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
10.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
10.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
10.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
10.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
10.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
10.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
10.5
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
10.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
10.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
10.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
10.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
10.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
10.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
10.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
10.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
10.2
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
10.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
10.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
10.1
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
10.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
10.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
10.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
10.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
10.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
10.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
10.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
9.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
9.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
9.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
9.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
9.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
9.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
9.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
9.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
9.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
9.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
9.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
9.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
9.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
9.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
9.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
9.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
9.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
9.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
9.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
9.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
9.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
9.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
9.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
9.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
9.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
9.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
9.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
9.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
9.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
9.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
9.2
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
9.2
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
9.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
9.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
9.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
9.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
9.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
9.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
9.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
9.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
9.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
9.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
8.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
8.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
8.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
8.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
8.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
8.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
8.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
8.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
8.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
8.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
8.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
8.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
8.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
8.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
8.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
8.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
8.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
8.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
8.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
7.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
7.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
7.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
7.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
7.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
7.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
7.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
7.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
7.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
7.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
7.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
7.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
7.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
7.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
7.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
7.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
7.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
7.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
7.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
7.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
7.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
7.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
7.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
6.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
6.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
6.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
6.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
6.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
6.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
6.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
6.8
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
6.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
6.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
6.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
6.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
6.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
6.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
6.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
6.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
6.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
6.5
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
6.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
6.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
6.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
6.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
6.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
6.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
6.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
6.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
5.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
5.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
5.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
5.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
5.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
5.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
5.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
5.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
5.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
5.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
5.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
5.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
5.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
5.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
4.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
4.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
4.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
3.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
3.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
2.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
2.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 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.
TMA16 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
15.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
27.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
25.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
24.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
23.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
22.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
21.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
21.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
20.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
20.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
20.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
20.5
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
20.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
19.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
19.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
19.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
18.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
18.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
18.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
18.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
18.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
18.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
18.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
18.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
18.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
17.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
17.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
17.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
17.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
17.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
17.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
17.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
17.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
17.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
16.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
16.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
16.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
16.4
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
16.4
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
16.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
16.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
16.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
15.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
15.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
15.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
15.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
15.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
15.0
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
14.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
14.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
14.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
14.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
14.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
14.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
14.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
14.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
14.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
14.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
14.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
13.9
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
13.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
13.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
13.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
13.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
13.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
13.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
13.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
13.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
12.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
12.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
12.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
12.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
12.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
12.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
11.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
11.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
11.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
11.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
11.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
11.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
11.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
11.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
10.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
10.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
10.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
10.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
10.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
10.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
10.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
9.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
9.7
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
8.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
8.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
7.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
7.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
7.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
7.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 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.
TMA16 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
11.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
84.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
45.4
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
42.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
42.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
41.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
37.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
36.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
36.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
35.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
34.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
34.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
31.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
31.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
31.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
30.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
29.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
28.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
28.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
27.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
26.9
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
26.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
26.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
26.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
25.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
24.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
24.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
23.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
23.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
22.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
22.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
21.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
19.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
18.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
18.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
18.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
18.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
17.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
17.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
17.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
17.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
17.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
17.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
16.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
16.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
16.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
16.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
16.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
16.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
15.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
15.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
15.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
15.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
15.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
15.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
14.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
14.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
14.7
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
14.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
14.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
14.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
14.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
14.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
14.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
14.2
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
14.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
13.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
13.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
13.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
13.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
13.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
13.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
13.5
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
13.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
13.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
13.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
13.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
13.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
13.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
13.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
13.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
13.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
12.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
12.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
12.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
12.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
12.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
12.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
12.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
12.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
12.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
12.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
12.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
12.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
11.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
11.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
11.9
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
11.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
11.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
11.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
11.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
11.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
11.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
11.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
11.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
11.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
10.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
10.9
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
10.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
10.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
10.7
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
10.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
10.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
10.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
10.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
10.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
10.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
10.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
10.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
10.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
10.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
10.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
10.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
10.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
10.1
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
10.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
10.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
9.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
9.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
9.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
9.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
9.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
9.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
9.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
9.7
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
9.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
9.6
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
9.6
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
9.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
9.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
9.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
9.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
9.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
9.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
9.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
9.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
9.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
9.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
9.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
9.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
9.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
9.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
9.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
9.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
9.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
9.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
9.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
9.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
9.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
9.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
8.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
8.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
8.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
8.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
8.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
8.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
8.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
8.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
8.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
8.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
8.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
8.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
8.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
8.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
8.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
8.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
8.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
8.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
8.1
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
8.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
8.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
8.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
8.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
8.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
8.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
8.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
8.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
8.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
7.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
7.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
7.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
7.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
7.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
7.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
7.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
7.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
7.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
7.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
7.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
7.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
7.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
7.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
7.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
7.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
7.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
7.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
7.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
7.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
7.0
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
6.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
6.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
6.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
6.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
6.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
6.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
6.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
6.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
6.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
6.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
6.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
6.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
6.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
6.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
6.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
6.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
6.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
6.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
6.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
6.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
6.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
5.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
5.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
5.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
5.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
5.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
5.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
5.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
5.5
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
5.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
5.4
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
5.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
5.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
5.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
5.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
5.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
5.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
5.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
4.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
4.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
4.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
4.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
4.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
4.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
4.1
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
4.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
3.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
3.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
3.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
2.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
2.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
0.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0086870003
Tumor
1.1
CPT0085670003
Tumor
1.0
CPT0009000003
Tumor
0.9
CPT0011240003
Tumor
0.7
CPT0079230003
Tumor
0.7
CPT0086820003
Tumor
0.7
CPT0088550004
Tumor
0.7
CPT0077110003
Tumor
0.7
CPT0001260009
Tumor
0.7
CPT0069000003
Tumor
0.6
CPT0009060003
Tumor
0.6
CPT0006440003
Tumor
0.5
CPT0012640003
Normal
0.5
CPT0012180003
Tumor
0.5
CPT0017850003
Tumor
0.5
CPT0000780007
Tumor
0.5
CPT0000640003
Tumor
0.4
CPT0014160003
Tumor
0.4
CPT0002350011
Tumor
0.4
CPT0014450004
Tumor
0.4
CPT0012080003
Tumor
0.4
CPT0025350003
Tumor
0.4
CPT0078660003
Tumor
0.4
CPT0010160003
Tumor
0.4
CPT0001270001
Normal
0.4
CPT0066480003
Tumor
0.4
CPT0019160001
Normal
0.4
CPT0078990003
Tumor
0.4
CPT0077490003
Tumor
0.4
CPT0088630003
Tumor
0.4
CPT0086370003
Normal
0.4
CPT0017410003
Tumor
0.4
CPT0020130001
Normal
0.3
CPT0025880003
Tumor
0.3
CPT0092160003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0006630003
Tumor
0.3
CPT0092730003
Tumor
0.3
CPT0023360001
Normal
0.3
CPT0081600003
Tumor
0.3
CPT0025920001
Normal
0.3
CPT0014470001
Normal
0.3
CPT0066470004
Tumor
0.2
CPT0092740003
Normal
0.2
CPT0079510001
Normal
0.2
CPT0020120003
Tumor
0.2
CPT0065930003
Tumor
0.2
CPT0088760003
Tumor
0.2
CPT0086890003
Normal
0.2
CPT0088570001
Normal
0.2
CPT0066520001
Normal
0.2
CPT0025050003
Tumor
0.2
CPT0069190001
Normal
0.2
CPT0023350003
Tumor
0.2
CPT0018250001
Normal
0.2
CPT0020020001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0019990003
Tumor
0.2
CPT0065820001
Normal
0.2
CPT0079000001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0088690003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0078530001
Normal
0.2
CPT0092190003
Normal
0.2
CPT0079480003
Tumor
0.2
CPT0069010001
Normal
0.2
CPT0065430003
Tumor
0.2
CPT0079300001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0013790003
Normal
0.1
CPT0012670003
Tumor
0.1
CPT0012290003
Normal
0.1
CPT0069160003
Tumor
0.1
CPT0075170001
Normal
0.1
CPT0019130003
Tumor
0.1
CPT0089020003
Tumor
0.1
CPT0092290003
Tumor
0.1
CPT0086360003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0065690003
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0009080003
Normal
0.1
CPT0081880003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0065870003
Tumor
0.1
CPT0001180009
Tumor
0.1
CPT0088710001
Normal
0.1
CPT0001190001
Normal
0.1
CPT0088640003
Normal
0.1
CPT0007320003
Tumor
0.1
CPT0000790001
Normal
0.0
CPT0007870001
Normal
0.0
CPT0026420001
Normal
0.0
CPT0001550001
Normal
0.0
CPT0063330001
Normal
0.0
CPT0087050003
Normal
0.0
CPT0075570001
Normal
0.0
CPT0001540009
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0012280003
Tumor
0.0
CPT0063630003
Tumor
0.0
CPT0079430001
Normal
0.0
CPT0077140001
Normal
0.0
CPT0079410003
Tumor
0.0
CPT0075720003
Tumor
0.0
CPT0010120001
Normal
0.0
CPT0015810003
Tumor
0.0
CPT0078830003
Tumor
0.0
CPT0015910003
Tumor
0.0
CPT0065450001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0025610001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0075130003
Tumor
-0.1
CPT0025170003
Tumor
-0.1
CPT0079270003
Tumor
-0.1
CPT0000660001
Normal
-0.1
CPT0012920003
Normal
-0.1
CPT0024680001
Normal
-0.1
CPT0001340003
Tumor
-0.1
CPT0021240003
Tumor
-0.1
CPT0012090003
Normal
-0.1
CPT0001510001
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0025580004
Tumor
-0.1
CPT0081620001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0010170001
Normal
-0.1
CPT0088780001
Normal
-0.1
CPT0071150004
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0078840001
Normal
-0.1
CPT0086970003
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0089040001
Normal
-0.1
CPT0088500001
Normal
-0.1
CPT0002270011
Tumor
-0.1
CPT0025060001
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0006900003
Tumor
-0.1
CPT0088480003
Tumor
-0.2
CPT0066430001
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0078670001
Normal
-0.2
CPT0014350001
Normal
-0.2
CPT0007860003
Tumor
-0.2
CPT0084590001
Normal
-0.2
CPT0025290003
Tumor
-0.2
CPT0078510003
Tumor
-0.2
CPT0064370003
Tumor
-0.2
CPT0025230003
Tumor
-0.2
CPT0006950001
Normal
-0.2
CPT0001230001
Normal
-0.2
CPT0081990003
Tumor
-0.2
CPT0092800003
Normal
-0.3
CPT0077320001
Normal
-0.3
CPT0088900003
Tumor
-0.3
CPT0001350001
Normal
-0.3
CPT0014370004
Tumor
-0.3
CPT0082010001
Normal
-0.3
CPT0000870016
Tumor
-0.3
CPT0076330003
Tumor
-0.3
CPT0000890001
Normal
-0.3
CPT0088920001
Normal
-0.3
CPT0065750003
Tumor
-0.3
CPT0077310003
Tumor
-0.3
CPT0012570003
Normal
-0.3
CPT0078800003
Tumor
-0.4
CPT0092790003
Tumor
-0.4
CPT0084560003
Tumor
-0.4
CPT0023690003
Tumor
-0.4
CPT0079380003
Tumor
-0.4
CPT0011410003
Tumor
-0.4
CPT0023710001
Normal
-0.4
CPT0088970003
Tumor
-0.4
CPT0012550003
Tumor
-0.4
CPT0092310003
Normal
-0.5
CPT0024670003
Tumor
-0.5
CPT0010110003
Tumor
-0.5
CPT0086030003
Tumor
-0.6
CPT0079180003
Tumor
-0.6
CPT0015730003
Tumor
-0.7
CPT0086950003
Tumor
-0.7
CPT0012770003
Normal
-0.7
CPT0076350001
Normal
-0.8
CPT0001500009
Tumor
-0.9
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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
