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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.
VASH1 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
7.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
27.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
15.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
14.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
14.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
14.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
13.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
12.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
12.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
12.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
11.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
11.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
11.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
11.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
11.1
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
11.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
10.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
9.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
8.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
8.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
8.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
8.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
8.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
8.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
8.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
8.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
7.5
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
7.3
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
7.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
7.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
6.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
6.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
6.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
6.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
6.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
5.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
5.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
5.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
5.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
5.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
5.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
5.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
4.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
4.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
4.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
4.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
4.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
4.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
4.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
4.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
4.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
3.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
3.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
3.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
3.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
3.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
3.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
3.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
3.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
3.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
2.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
2.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
VASH1 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
17.4
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
65.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
62.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
62.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
60.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
60.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
52.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
52.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
51.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
50.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
49.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
49.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
48.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
47.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
46.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
45.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
45.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
45.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
44.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
44.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
42.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
41.9
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
41.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
40.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
39.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
39.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
39.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
38.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
36.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
35.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
35.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
35.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
35.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
35.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
34.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
34.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
34.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
34.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
34.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
33.8
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
33.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
33.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
33.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
33.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
32.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
32.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
32.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
32.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
31.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
31.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
31.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
31.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
31.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
30.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
30.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
30.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
29.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
29.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
29.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
29.7
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
29.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
29.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
29.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
29.3
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
29.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
29.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
29.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
29.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
28.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
28.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
28.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
28.6
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
28.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
28.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
28.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
28.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
28.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
28.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
28.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
27.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
27.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
27.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
27.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
27.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
27.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
27.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
27.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
27.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
27.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
26.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
26.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
26.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
26.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
26.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
26.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
26.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
26.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
25.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
25.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
25.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
25.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
25.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
25.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
24.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
24.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
24.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
24.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
24.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
24.1
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
24.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
23.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
23.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
23.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
23.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
23.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
23.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
23.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
22.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
22.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
22.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
22.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
22.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
22.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
22.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
22.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
22.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
22.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
22.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
22.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
22.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
22.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
22.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
22.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
22.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
21.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
21.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
21.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
21.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
21.7
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
21.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
21.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
21.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
21.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
21.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
21.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
21.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
21.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
21.3
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
21.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
21.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
21.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
21.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
21.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
21.0
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
20.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
20.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
20.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
20.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
20.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
20.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
20.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
20.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
20.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
20.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
19.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
19.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
19.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
19.8
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
19.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
19.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
19.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
19.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
19.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
19.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
19.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
19.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
19.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
19.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
19.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
19.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
19.1
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
18.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
18.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
18.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
18.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
18.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
18.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
18.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
18.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
18.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
18.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
18.4
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
18.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
18.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
18.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
18.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
18.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
18.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
18.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
18.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
18.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
18.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
18.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
17.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
17.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
17.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
17.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
17.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
17.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
17.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
17.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
17.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
17.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
17.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
17.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
17.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
17.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
17.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
17.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
17.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
16.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
16.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
16.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
16.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
16.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
16.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
16.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
16.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
16.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
16.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
16.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
16.3
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
16.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
16.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
16.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
16.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
16.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
16.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
15.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
15.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
15.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
15.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
15.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
15.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
15.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
15.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
15.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
15.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
15.6
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
15.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
15.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
15.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
15.4
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
15.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
15.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
15.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
15.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
15.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
15.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
15.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
15.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
15.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
15.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
15.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
15.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
14.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
14.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
14.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
14.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
14.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
14.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
14.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
14.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
14.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
14.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
14.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
14.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
14.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
14.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
14.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
14.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
14.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
14.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
14.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
13.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
13.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
13.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
13.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
13.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
13.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
13.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
13.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
13.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
13.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
13.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
13.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
13.5
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
13.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
13.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
13.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
13.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
13.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
13.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
13.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
13.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
13.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
13.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
13.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
13.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
13.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
12.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
12.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
12.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
12.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
12.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
12.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
12.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
12.4
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
12.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
12.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
12.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
12.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
12.2
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
12.2
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
12.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
12.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
12.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
11.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
11.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
11.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
11.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
11.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
11.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
11.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
11.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
11.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
11.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
11.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
11.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
11.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
11.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
11.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
11.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
11.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
11.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
11.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
11.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
11.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
11.2
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
11.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
11.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
11.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
11.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
11.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
11.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
11.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
11.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
11.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
10.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
10.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
10.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
10.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
10.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
10.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
10.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
10.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
10.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
10.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
10.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
10.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
10.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
10.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
10.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
10.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
10.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
10.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
10.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
10.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
10.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
10.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
10.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
10.0
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
10.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
10.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
9.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
9.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
9.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
9.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
9.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
9.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
9.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
9.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
9.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
9.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
9.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
9.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
9.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
9.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
9.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
9.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
9.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
9.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
9.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
9.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
8.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
8.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
8.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
8.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
8.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
8.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
8.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
8.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
8.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
8.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
8.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
8.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
8.2
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
8.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
8.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
8.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
8.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
8.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
7.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
7.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
7.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
7.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
7.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
7.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
7.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
7.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
7.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
7.3
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
7.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
7.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
7.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
7.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
6.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
6.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
6.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
6.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
6.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
6.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
6.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
6.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
6.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
6.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
6.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
6.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
6.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
6.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
6.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
6.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
6.0
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
6.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
6.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
5.9
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
5.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
5.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
5.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
5.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
5.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
5.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
5.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
5.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
5.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
5.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
5.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
5.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
5.1
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
5.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
5.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
5.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
4.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
4.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
4.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
4.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
4.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
4.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
4.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
4.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
4.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
4.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
4.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
4.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
4.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
4.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
3.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
3.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
3.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
3.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
3.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
3.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
3.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
3.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
3.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
3.1
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
3.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
2.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
2.8
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
2.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
2.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
2.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
VASH1 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
21.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
58.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
55.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
47.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
45.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
41.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
41.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
38.4
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
37.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
37.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
36.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
36.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
36.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
35.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
35.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
35.7
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
35.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
35.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
33.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
32.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
31.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
30.7
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
30.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
30.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
29.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
29.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
29.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
27.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
27.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
27.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
26.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
26.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
25.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
25.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
24.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
24.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
23.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
23.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
22.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
22.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
22.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
22.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
22.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
21.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
21.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
21.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
21.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
20.8
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
20.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
20.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
20.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
20.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
19.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
19.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
18.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
18.8
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
18.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
18.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
18.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
18.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
17.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
17.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
17.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
16.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
16.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
16.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
16.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
16.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
16.2
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
16.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
15.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
15.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
15.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
15.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
14.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
14.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
14.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
14.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
12.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
12.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
12.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
12.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
10.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
9.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
8.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
8.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
8.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
8.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
8.0
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
7.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
5.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
5.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
5.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
3.9
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
3.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
2.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
VASH1 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
8.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
40.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
39.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
30.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
28.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
25.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
25.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
23.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
22.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
22.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
21.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
20.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
20.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
19.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
19.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
19.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
18.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
17.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
17.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
17.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
17.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
17.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
17.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
17.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
17.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
16.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
16.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
16.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
15.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
15.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
15.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
15.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
15.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
15.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
14.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
14.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
14.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
14.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
14.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
13.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
13.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
13.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
13.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
13.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
13.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
12.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
12.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
12.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
12.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
12.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
12.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
12.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
12.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
12.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
12.2
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
12.0
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
12.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
11.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
11.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
11.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
11.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
11.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
11.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
11.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
11.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
11.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
11.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
11.3
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
11.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
11.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
11.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
10.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
10.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
10.9
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
10.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
10.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
10.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
10.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
10.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
10.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
10.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
10.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
10.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
10.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
10.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
10.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
10.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
10.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
10.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
9.8
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
9.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
9.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
9.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
9.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
9.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
9.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
9.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
9.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
9.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
9.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
9.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
9.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
9.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
9.1
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
9.0
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
9.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
9.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
9.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
8.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
8.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
8.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
8.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
8.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
8.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
8.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
8.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
8.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
8.5
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
8.4
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
8.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
8.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
8.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
8.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
8.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
8.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
8.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
8.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
8.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
8.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
8.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
7.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
7.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
7.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
7.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
7.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
7.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
7.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
7.7
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
7.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
7.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
7.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
7.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
7.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
7.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
7.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
7.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
7.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
7.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
7.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
7.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
6.9
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
6.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
6.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
6.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
6.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
6.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
6.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
6.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
6.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
6.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
6.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
6.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
6.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
6.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
6.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
6.4
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
6.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
6.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
6.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
6.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
6.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
6.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
6.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
6.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
6.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
6.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
6.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
6.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
6.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
6.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
6.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
6.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
6.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
6.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
5.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
5.9
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
5.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
5.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
5.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
5.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
5.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
5.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
5.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
5.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
5.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
5.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
5.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
5.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
5.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
5.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
5.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
5.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
5.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
5.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
5.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
5.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
5.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
5.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
5.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
5.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
5.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
5.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
5.1
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
5.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
5.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
5.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
5.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
4.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
4.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
4.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
4.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
4.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
4.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
4.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
4.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
4.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
4.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
4.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
4.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
4.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
4.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
4.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
4.5
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
4.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
4.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
4.2
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
4.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
4.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
4.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
4.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
4.0
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
4.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
4.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
4.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
3.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
3.9
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
3.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
3.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
3.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
3.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
3.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
3.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
3.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
3.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
3.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
3.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
3.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
3.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
3.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
3.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
3.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
3.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
3.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
2.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
2.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
2.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
2.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
2.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
2.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
2.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
2.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
2.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
1.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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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
