We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
COL12A1 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
3.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
66.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
22.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
17.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
12.7
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
8.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
6.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
6.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
5.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
5.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
4.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
4.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
3.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
3.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
3.8
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
3.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
3.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
3.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
3.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
3.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
3.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
3.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
3.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
2.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
2.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
2.4
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
2.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
2.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
1.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
1.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
1.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
1.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
1.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
1.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
1.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
1.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
1.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
1.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
1.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
1.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
0.9
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
0.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
0.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
0.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
0.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
0.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
0.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
0.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
0.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
0.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 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.
COL12A1 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
11.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
197.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
132.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
84.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
67.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
59.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
57.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
57.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
54.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
54.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
50.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
50.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
47.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
44.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
41.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
40.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
38.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
37.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
37.0
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
36.8
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
36.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
36.2
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
35.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
34.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
33.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
33.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
33.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
32.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
32.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
32.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
31.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
30.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
29.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
29.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
29.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
29.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
29.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
28.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
28.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
28.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
28.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
28.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
27.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
26.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
26.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
26.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
26.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
25.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
25.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
25.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
25.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
25.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
25.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
25.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
25.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
25.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
25.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
24.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
24.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
23.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
23.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
23.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
23.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
23.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
23.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
23.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
23.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
23.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
22.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
22.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
22.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
21.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
21.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
21.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
21.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
20.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
20.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
20.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
20.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
20.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
20.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
20.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
19.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
19.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
19.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
19.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
18.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
18.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
18.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
18.2
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
18.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
18.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
17.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
17.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
17.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
17.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
17.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
17.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
17.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
17.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
17.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
17.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
17.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
17.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
17.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
16.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
16.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
16.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
16.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
16.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
16.4
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
16.4
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
16.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
16.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
16.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
16.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
15.9
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
15.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
15.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
15.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
15.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
15.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
15.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
15.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
15.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
15.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
15.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
14.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
14.8
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
14.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
14.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
14.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
14.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
14.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
14.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
14.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
14.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
14.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
14.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
14.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
14.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
14.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
14.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
14.1
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
14.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
13.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
13.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
13.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
13.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
13.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
13.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
13.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
13.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
13.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
13.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
13.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
13.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
13.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
13.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
13.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
13.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
12.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
12.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
12.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
12.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
12.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
12.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
12.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
12.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
12.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
12.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
12.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
12.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
11.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
11.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
11.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
11.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
11.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
11.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
11.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
11.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
11.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
11.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
11.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
11.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
11.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
11.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
10.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
10.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
10.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
10.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
10.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
10.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
10.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
10.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
10.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
10.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
10.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
10.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
10.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
10.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
10.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
10.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
10.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
10.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
10.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
10.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
10.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
9.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
9.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
9.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
9.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
9.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
9.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
9.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
9.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
9.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
9.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
9.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
9.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
9.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
9.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
9.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
9.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
9.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
9.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
9.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
9.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
8.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
8.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
8.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
8.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
8.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
8.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
8.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
8.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
8.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
8.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
8.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
8.6
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
8.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
8.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
8.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
8.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
8.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
8.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
8.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
8.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
8.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
8.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
8.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
8.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
8.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
8.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
8.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
8.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
8.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
8.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
8.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
8.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
8.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
7.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
7.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
7.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
7.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
7.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
7.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
7.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
7.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
7.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
7.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
7.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
7.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
7.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
7.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
7.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
7.4
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
7.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
7.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
7.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
7.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
7.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
7.1
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
7.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
7.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
7.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
7.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
7.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
7.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
7.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
6.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
6.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
6.8
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
6.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
6.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
6.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
6.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
6.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
6.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
6.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
6.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
6.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
6.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
6.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
6.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
6.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
6.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
6.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
6.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
6.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
6.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
6.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
6.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
6.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
6.2
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
6.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
6.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
6.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
6.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
5.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
5.9
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
5.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
5.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
5.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
5.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
5.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
5.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
5.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
5.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
5.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
5.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
5.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
5.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
5.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
5.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
5.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
5.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
5.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
5.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
5.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
5.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
5.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
5.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
5.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
5.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
5.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
5.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
5.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
5.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
5.3
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
5.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
5.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
5.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
5.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
5.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
5.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
5.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
5.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
5.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
4.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
4.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
4.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
4.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
4.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
4.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
4.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
4.7
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
4.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
4.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
4.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
4.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
4.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
4.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
4.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
4.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
4.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
4.4
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
4.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
4.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
4.4
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
4.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
4.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
4.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
4.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
4.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
4.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
4.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
4.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
4.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
4.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
4.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
4.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
4.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
4.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
4.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
4.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
4.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
4.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
3.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
3.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
3.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
3.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
3.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
3.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
3.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
3.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
3.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
3.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
3.7
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
3.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
3.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
3.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
3.6
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
3.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
3.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
3.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
3.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
3.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
3.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
3.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
3.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
3.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
3.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
3.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
3.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
3.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
3.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
3.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
3.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
3.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
3.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
3.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
3.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
3.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
3.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
3.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
3.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
3.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
3.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
3.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
3.0
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
3.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
3.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
2.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
2.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
2.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
2.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
2.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
2.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
2.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
2.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
2.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
2.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
2.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
2.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
2.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
2.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
2.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
2.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
2.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
2.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
2.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
2.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
2.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
2.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
2.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
2.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
2.1
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
2.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
2.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
2.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
2.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
1.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
1.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
1.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
1.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
1.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
1.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
1.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
1.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
1.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
1.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
1.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
1.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
1.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
1.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
1.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
1.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
1.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
1.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
0.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
0.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
0.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
0.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
0.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
0.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
0.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
0.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
0.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
0.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
0.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
0.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 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.
COL12A1 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
8.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
78.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
38.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
38.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
37.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
35.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
33.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
27.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
19.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
18.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
17.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
16.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
15.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
12.6
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
12.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
12.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
12.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
11.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
11.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
11.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
10.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
10.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
9.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
8.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
8.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
8.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
8.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
8.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
8.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
7.6
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
7.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
7.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
7.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
7.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
6.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
6.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
6.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
6.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
6.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
6.2
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
6.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
6.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
5.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
5.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
5.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
5.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
5.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
5.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
5.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
5.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
5.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
5.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
5.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
4.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
4.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
4.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
4.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
4.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
4.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
4.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
4.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
4.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
3.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
3.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
3.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
3.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
3.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
3.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
3.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
3.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
2.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
2.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
2.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
2.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
2.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
2.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
2.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
2.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
2.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
2.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
2.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
2.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
1.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
1.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
1.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
1.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
1.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
1.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
1.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
1.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
1.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
0.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
0.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
0.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
0.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
0.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
0.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 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.
COL12A1 is potential prognostic, high expression is unfavorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
5.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
82.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
55.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
50.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
45.4
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
44.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
40.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
31.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
30.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
26.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
26.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
23.8
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
21.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
20.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
19.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
19.0
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
18.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
17.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
17.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
17.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
16.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
16.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
14.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
14.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
14.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
14.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
13.1
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
12.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
12.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
12.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
11.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
10.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
10.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
10.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
9.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
9.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
9.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
8.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
8.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
8.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
7.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
7.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
7.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
7.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
7.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
7.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
7.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
7.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
7.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
6.7
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
6.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
6.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
6.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
6.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
6.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
6.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
5.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
5.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
5.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
5.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
5.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
5.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
5.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
5.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
5.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
5.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
5.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
5.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
5.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
5.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
5.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
5.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
4.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
4.9
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
4.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
4.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
4.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
4.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
4.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
4.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
4.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
4.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
4.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
4.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
4.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
4.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
4.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
4.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
3.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
3.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
3.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
3.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
3.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
3.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
3.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
3.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
3.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
3.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
3.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
3.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
3.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
3.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
3.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
3.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
3.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
3.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
3.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
3.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
2.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
2.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
2.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
2.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
2.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
2.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
2.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
2.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
2.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
2.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
2.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
2.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
2.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
2.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
2.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
2.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
2.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
2.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
2.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
2.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
2.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
2.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
2.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
2.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
2.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
2.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
2.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
2.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
2.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
2.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
2.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
2.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
2.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
2.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
2.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
2.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
2.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
2.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
2.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
2.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
2.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
2.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
2.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
1.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
1.9
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
1.9
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
1.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
1.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
1.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
1.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
1.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
1.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
1.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
1.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
1.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
1.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
1.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
1.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
1.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
1.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
1.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
1.6
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
1.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
1.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
1.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
1.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
1.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
1.5
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
1.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
1.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
1.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
1.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
1.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
1.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
1.4
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
1.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
1.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
1.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
1.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
1.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
1.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
1.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
1.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
1.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
1.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
1.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
1.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
1.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
1.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
1.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
1.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
1.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
1.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
1.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
1.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
1.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
1.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
1.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
1.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
1.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
1.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
1.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
0.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
0.9
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
0.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
0.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
0.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
0.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
0.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
0.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
0.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
0.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
0.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
0.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
0.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
0.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
0.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
0.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
0.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
0.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
0.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
0.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
0.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
0.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
0.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
0.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
0.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
0.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
0.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
0.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
0.3
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
0.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.3
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
0.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
0.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
0.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
0.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
0.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
0.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
0.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
0.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0011410003
Tumor
2.7
CPT0076330003
Tumor
2.7
CPT0084560003
Tumor
2.3
CPT0015910003
Tumor
2.2
CPT0085670003
Tumor
1.3
CPT0017850003
Tumor
1.3
CPT0014160003
Tumor
1.2
CPT0011240003
Tumor
1.1
CPT0075560003
Tumor
1.1
CPT0088630003
Tumor
1.0
CPT0025290003
Tumor
0.9
CPT0069160003
Tumor
0.9
CPT0088550004
Tumor
0.9
CPT0023350003
Tumor
0.9
CPT0092190003
Normal
0.8
CPT0025170003
Tumor
0.8
CPT0007860003
Tumor
0.8
CPT0077320001
Normal
0.8
CPT0081990003
Tumor
0.8
CPT0000640003
Tumor
0.7
CPT0089460004
Tumor
0.7
CPT0081880003
Tumor
0.6
CPT0000780007
Tumor
0.6
CPT0009020003
Normal
0.6
CPT0069010001
Normal
0.6
CPT0092290003
Tumor
0.6
CPT0077490003
Tumor
0.6
CPT0079300001
Normal
0.6
CPT0002350011
Tumor
0.6
CPT0001510001
Normal
0.6
CPT0092730003
Tumor
0.5
CPT0077310003
Tumor
0.5
CPT0065690003
Tumor
0.5
CPT0010170001
Normal
0.5
CPT0079510001
Normal
0.4
CPT0001260009
Tumor
0.4
CPT0075720003
Tumor
0.3
CPT0063630003
Tumor
0.3
CPT0025060001
Normal
0.3
CPT0012090003
Normal
0.3
CPT0019990003
Tumor
0.3
CPT0078510003
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0012640003
Normal
0.2
CPT0075170001
Normal
0.2
CPT0012770003
Normal
0.2
CPT0014370004
Tumor
0.2
CPT0092790003
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0012670003
Tumor
0.2
CPT0010160003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0066480003
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0065820001
Normal
0.1
CPT0081600003
Tumor
0.1
CPT0019160001
Normal
0.1
CPT0020120003
Tumor
0.1
CPT0012080003
Tumor
0.1
CPT0026420001
Normal
0.1
CPT0017410003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0065930003
Tumor
0.1
CPT0017450001
Normal
0.1
CPT0025110003
Tumor
0.1
CPT0000660001
Normal
0.0
CPT0014470001
Normal
0.0
CPT0088760003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0020020001
Normal
0.0
CPT0086870003
Tumor
0.0
CPT0077500001
Normal
0.0
CPT0079230003
Tumor
0.0
CPT0077140001
Normal
0.0
CPT0087050003
Normal
0.0
CPT0089020003
Tumor
0.0
CPT0012920003
Normal
0.0
CPT0002370001
Normal
0.0
CPT0000790001
Normal
0.0
CPT0010120001
Normal
0.0
CPT0077110003
Tumor
0.0
CPT0086830003
Normal
-0.1
CPT0001550001
Normal
-0.1
CPT0018250001
Normal
-0.1
CPT0075570001
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0019130003
Tumor
-0.1
CPT0009060003
Tumor
-0.1
CPT0007470001
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0025920001
Normal
-0.1
CPT0009000003
Tumor
-0.1
CPT0025230003
Tumor
-0.1
CPT0063320003
Tumor
-0.1
CPT0078930003
Tumor
-0.1
CPT0063330001
Normal
-0.1
CPT0024680001
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0001230001
Normal
-0.1
CPT0066430001
Normal
-0.1
CPT0086970003
Normal
-0.2
CPT0063640001
Normal
-0.2
CPT0014130001
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0020130001
Normal
-0.2
CPT0079270003
Tumor
-0.2
CPT0087040003
Tumor
-0.2
CPT0012900004
Tumor
-0.2
CPT0001220008
Tumor
-0.2
CPT0006900003
Tumor
-0.2
CPT0082010001
Normal
-0.2
CPT0078840001
Normal
-0.2
CPT0092310003
Normal
-0.2
CPT0076350001
Normal
-0.2
CPT0088500001
Normal
-0.3
CPT0007870001
Normal
-0.3
CPT0025580004
Tumor
-0.3
CPT0066470004
Tumor
-0.3
CPT0012290003
Normal
-0.3
CPT0079380003
Tumor
-0.3
CPT0025350003
Tumor
-0.3
CPT0088640003
Normal
-0.3
CPT0081620001
Normal
-0.3
CPT0021240003
Tumor
-0.3
CPT0078530001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0089040001
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0015730003
Tumor
-0.4
CPT0086370003
Normal
-0.4
CPT0075130003
Tumor
-0.4
CPT0025880003
Tumor
-0.4
CPT0089480003
Normal
-0.4
CPT0006950001
Normal
-0.4
CPT0069190001
Normal
-0.4
CPT0086890003
Normal
-0.4
CPT0015810003
Tumor
-0.4
CPT0088900003
Tumor
-0.4
CPT0092740003
Normal
-0.4
CPT0001340003
Tumor
-0.4
CPT0012370003
Tumor
-0.4
CPT0006730001
Normal
-0.5
CPT0079000001
Normal
-0.5
CPT0086030003
Tumor
-0.5
CPT0007320003
Tumor
-0.5
CPT0079480003
Tumor
-0.5
CPT0002270011
Tumor
-0.5
CPT0088780001
Normal
-0.5
CPT0064400001
Normal
-0.5
CPT0025610001
Normal
-0.5
CPT0086360003
Tumor
-0.5
CPT0078940001
Normal
-0.5
CPT0092160003
Tumor
-0.6
CPT0010110003
Tumor
-0.6
CPT0088920001
Normal
-0.6
CPT0026410003
Tumor
-0.6
CPT0088970003
Tumor
-0.6
CPT0092800003
Normal
-0.6
CPT0023710001
Normal
-0.6
CPT0078670001
Normal
-0.6
CPT0079410003
Tumor
-0.6
CPT0012570003
Normal
-0.6
CPT0065430003
Tumor
-0.6
CPT0012280003
Tumor
-0.6
CPT0064370003
Tumor
-0.6
CPT0001190001
Normal
-0.7
CPT0065810003
Tumor
-0.7
CPT0088690003
Tumor
-0.7
CPT0066520001
Normal
-0.7
CPT0079430001
Normal
-0.7
CPT0086820003
Tumor
-0.7
CPT0001540009
Tumor
-0.7
CPT0071150004
Tumor
-0.7
CPT0088480003
Tumor
-0.8
CPT0014350001
Normal
-0.8
CPT0065450001
Normal
-0.9
CPT0001350001
Normal
-0.9
CPT0078830003
Tumor
-0.9
CPT0000870016
Tumor
-0.9
CPT0001180009
Tumor
-0.9
CPT0001500009
Tumor
-1.0
CPT0006440003
Tumor
-1.0
CPT0006630003
Tumor
-1.0
CPT0025050003
Tumor
-1.1
CPT0078660003
Tumor
-1.1
CPT0086950003
Tumor
-1.2
CPT0079180003
Tumor
-1.3
CPT0014450004
Tumor
-1.4
CPT0024670003
Tumor
-1.4
CPT0012180003
Tumor
-1.4
CPT0078800003
Tumor
-1.5
CPT0012550003
Tumor
-1.6
CPT0078990003
Tumor
-1.7
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
