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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.
VSTM4 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
6.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
31.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
28.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
22.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
20.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
19.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
17.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
16.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
16.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
15.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
14.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
13.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
13.2
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
12.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
12.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
12.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
11.1
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
8.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
8.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
8.0
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
8.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
7.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
7.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
7.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
7.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
6.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
6.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
5.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
5.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
5.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
5.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
4.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
4.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
4.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
4.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
3.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
3.5
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
3.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
3.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
2.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
2.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
2.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
2.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
1.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
1.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
1.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
1.4
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
1.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
1.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
1.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
0.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
0.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
0.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
0.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
0.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
0.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
0.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
0.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
0.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
VSTM4 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
8.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
33.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
28.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
27.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
27.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
27.5
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
27.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
26.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
25.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
25.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
24.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
24.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
24.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
24.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
24.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
24.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
23.5
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
23.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
22.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
22.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
22.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
22.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
21.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
21.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
20.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
19.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
19.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
19.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
19.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
19.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
19.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
19.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
19.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
18.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
18.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
18.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
18.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
18.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
17.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
17.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
17.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
17.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
17.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
17.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
17.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
17.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
16.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
16.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
16.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
16.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
16.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
16.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
16.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
16.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
15.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
15.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
15.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
15.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
15.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
14.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
14.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
14.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
14.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
14.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
14.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
14.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
14.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
14.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
14.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
14.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
14.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
14.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
14.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
14.0
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
13.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
13.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
13.8
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
13.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
13.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
13.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
13.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
13.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
13.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
13.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
13.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
13.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
13.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
13.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
12.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
12.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
12.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
12.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
12.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
12.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
12.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
12.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
12.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
12.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
12.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
12.5
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
12.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
12.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
12.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
12.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
12.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
12.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
12.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
12.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
12.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
12.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
12.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
12.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
12.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
11.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
11.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
11.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
11.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
11.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
11.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
11.8
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
11.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
11.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
11.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
11.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
11.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
11.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
11.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
11.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
11.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
11.3
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
11.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
11.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
11.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
11.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
11.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
11.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
11.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
11.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
10.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
10.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
10.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
10.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
10.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
10.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
10.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
10.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
10.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
10.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
10.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
10.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
10.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
10.5
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
10.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
10.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
10.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
10.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
10.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
10.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
10.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
10.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
10.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
10.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
10.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
10.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
10.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
10.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
10.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
10.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
9.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
9.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
9.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
9.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
9.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
9.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
9.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
9.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
9.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
9.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
9.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
9.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
9.6
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
9.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
9.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
9.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
9.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
9.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
9.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
9.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
9.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
9.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
9.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
9.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
9.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
9.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
9.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
9.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
9.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
9.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
9.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
8.9
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
8.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
8.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
8.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
8.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
8.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
8.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
8.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
8.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
8.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
8.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
8.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
8.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
8.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
8.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
8.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
8.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
8.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
8.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
8.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
8.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
8.3
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
8.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
8.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
8.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
8.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
8.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
8.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
8.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
8.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
8.1
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.1
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
8.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
8.1
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
8.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
8.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
8.0
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
8.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
8.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
8.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
8.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
8.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
7.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
7.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
7.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
7.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
7.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
7.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
7.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
7.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
7.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
7.5
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
7.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
7.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
7.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
7.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
7.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
7.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
7.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
7.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
7.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
7.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
7.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
7.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
7.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
7.3
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
7.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
7.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
7.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
7.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
7.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
7.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
7.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
7.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
7.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
7.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
7.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
7.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
7.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
7.0
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
7.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
7.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
7.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
7.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
7.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
6.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
6.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
6.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
6.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
6.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
6.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
6.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
6.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
6.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
6.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
6.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
6.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
6.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
6.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
6.7
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
6.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
6.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
6.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
6.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
6.6
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
6.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
6.5
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
6.5
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
6.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
6.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
6.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
6.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
6.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
6.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
6.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
6.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
6.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
6.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
6.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
6.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
6.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
6.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
6.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
6.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
5.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
5.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
5.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
5.9
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
5.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
5.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
5.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
5.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
5.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
5.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
5.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
5.8
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
5.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
5.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
5.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
5.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
5.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
5.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
5.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
5.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
5.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
5.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
5.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
5.4
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
5.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
5.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
5.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
5.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
5.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
5.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
5.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
5.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
5.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
5.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
5.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
5.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
5.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
5.0
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
5.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
5.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
4.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
4.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
4.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
4.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
4.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
4.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
4.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
4.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
4.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
4.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
4.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
4.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
4.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
4.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
4.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
4.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
4.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
4.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
4.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
4.5
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
4.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
4.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
4.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
4.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
4.4
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
4.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
4.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
4.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
4.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
4.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
4.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
4.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
4.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
4.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
4.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
4.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
4.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
4.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
4.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
4.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
4.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
4.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
4.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
4.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
4.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
3.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
3.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
3.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
3.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
3.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
3.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
3.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
3.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
3.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
3.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
3.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
3.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
3.6
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
3.6
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
3.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
3.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
3.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
3.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
3.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
3.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
3.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
3.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
3.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
3.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
3.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
3.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
3.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
3.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
3.2
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
3.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
3.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
3.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
3.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
3.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
3.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
3.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
3.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
3.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
3.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
3.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
3.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
3.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
3.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
3.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
3.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
2.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
2.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
2.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
2.9
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
2.9
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
2.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
2.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
2.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
2.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
2.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
2.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
2.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
2.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
2.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
2.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
2.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
2.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
2.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.1
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
2.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
2.0
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
2.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
2.0
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
1.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
1.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
1.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
1.8
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
1.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
1.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
1.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.7
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
1.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
1.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
1.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
1.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
1.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
1.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
1.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
1.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
1.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
1.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
1.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
1.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
1.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
1.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
1.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
0.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
0.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
0.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
0.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
0.4
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.
VSTM4 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
7.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
32.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
25.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
20.1
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
19.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
19.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
16.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
16.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
16.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
15.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
15.9
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
15.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
14.9
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
14.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
14.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
14.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
13.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
13.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
13.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
13.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
12.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
12.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
12.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
12.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
11.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
10.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
10.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
10.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
9.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
9.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
9.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
8.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
8.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
8.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
8.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
7.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
7.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
7.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
7.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
7.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
6.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
6.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
6.8
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
6.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
6.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
6.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
6.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
6.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
6.4
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
6.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
6.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
6.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
6.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
5.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
5.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
5.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
5.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
5.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
5.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
5.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
5.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
5.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
4.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
4.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
4.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
4.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
4.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
4.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
4.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
4.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
3.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
3.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
3.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
3.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
3.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
3.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
3.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
3.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
3.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
2.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
2.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
2.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
2.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
2.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
2.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
2.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
2.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
2.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
2.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
2.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
2.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
1.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
1.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
1.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
1.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
0.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
0.9
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 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.
VSTM4 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
5.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
34.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
34.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
32.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
30.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
29.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
27.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
26.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
26.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
24.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
24.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
23.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
22.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
18.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
18.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
18.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
16.8
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
16.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
15.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
15.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
15.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
15.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
14.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
14.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
14.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
14.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
14.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
14.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
13.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
13.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
13.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
12.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
12.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
12.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
11.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
11.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
11.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
11.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
11.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
11.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
11.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
10.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
10.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
9.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
9.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
9.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
9.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
9.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
9.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
8.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
8.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
7.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
7.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
7.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
7.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
7.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
7.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
7.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
7.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
7.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
7.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
7.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
6.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
6.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
6.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
6.7
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
6.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
6.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
6.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
6.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
6.3
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
6.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
6.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
6.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
6.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
6.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
6.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
6.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
5.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
5.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
5.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
5.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
5.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
5.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
5.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
5.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
5.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
5.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
4.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
4.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
4.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
4.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
4.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
4.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
4.7
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
4.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
4.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
4.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
4.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
4.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
4.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
4.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
4.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
4.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
4.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
4.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
4.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
4.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
4.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
4.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
4.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
4.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
3.9
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
3.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
3.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
3.8
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
3.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
3.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
3.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
3.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
3.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
3.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
3.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
3.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
3.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
3.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
3.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
3.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
3.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
3.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
3.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
3.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
3.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
3.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
3.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
3.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
3.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
3.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
2.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
2.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
2.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
2.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
2.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
2.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
2.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
2.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
2.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
2.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
2.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
2.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
2.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
2.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
2.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
2.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
2.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
2.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
2.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
2.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
2.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
2.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
2.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
2.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
2.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
2.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
2.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
2.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
2.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
2.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
2.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
2.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
2.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
2.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
2.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
2.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
2.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
1.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
1.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
1.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
1.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
1.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
1.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
1.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
1.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
1.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
1.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
1.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
1.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
1.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
1.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
1.6
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
1.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
1.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
1.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
1.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
1.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
1.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
1.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
1.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
1.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
1.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
1.3
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
1.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
1.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
1.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
1.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
1.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
1.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
1.2
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
1.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
1.1
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
1.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
1.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
1.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
1.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
1.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
1.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
1.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
1.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
1.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
1.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
0.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
0.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
0.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
0.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
0.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
0.7
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
0.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
0.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
0.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
0.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
0.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
0.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
0.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
0.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
0.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
0.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
0.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
0.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
0.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
0.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
0.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
0.5
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
0.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
0.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
0.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
0.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
0.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
0.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
0.4
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
0.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
0.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
0.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
0.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
0.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
0.3
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
0.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
0.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
0.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
0.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
0.2
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
0.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
0.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
0.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
0.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
0.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
0.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
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
Show allShow less
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
