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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
PPP1R35 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
11.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
42.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
30.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
26.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
26.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
26.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
25.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
23.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
22.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
22.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
19.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
18.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
17.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
17.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
16.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
16.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
16.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
15.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
15.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
15.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
13.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
12.0
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
11.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
11.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
11.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
11.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
11.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
10.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
10.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
10.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
10.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
10.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
9.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
9.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
9.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
9.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
8.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
8.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
7.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
7.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
7.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
6.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
6.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
6.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
5.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
5.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
5.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
5.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
5.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
5.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
5.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
5.1
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
0.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
0.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
0.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
0.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
0.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
0.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 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.
PPP1R35 is potential prognostic, high expression is unfavorable 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
9.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
41.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
37.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
37.2
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
31.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
27.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
26.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
25.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
23.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
23.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
22.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
21.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
21.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
20.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
20.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
19.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
19.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
19.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
19.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
19.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
19.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
18.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
18.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
18.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
17.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
17.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
17.5
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
17.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
17.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
17.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
17.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
17.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
17.0
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
17.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
16.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
16.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
16.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
16.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
16.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
16.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
16.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
16.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
16.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
16.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
15.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
15.9
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
15.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
15.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
15.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
15.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
15.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
15.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
15.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
14.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
14.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
14.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
14.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
14.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
14.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
14.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
14.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
14.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
14.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
14.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
14.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
14.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
14.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
14.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
14.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
14.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
14.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
14.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
14.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
14.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
14.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
13.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
13.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
13.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
13.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
13.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
13.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
13.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
13.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
13.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
13.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
13.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
13.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
13.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
13.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
13.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
13.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
13.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
13.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
13.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
13.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
13.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
13.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
13.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
13.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
13.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
12.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
12.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
12.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
12.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
12.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
12.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
12.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
12.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
12.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
12.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
12.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
12.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
12.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
12.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
12.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
12.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
12.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
12.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
12.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
12.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
12.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
12.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
12.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
11.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
11.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
11.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
11.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
11.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
11.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
11.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
11.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
11.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
11.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
11.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
11.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
11.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
11.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
11.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
11.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
11.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
11.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
11.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
11.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
11.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
11.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
11.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
11.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
11.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
11.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
11.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
11.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
11.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
10.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
10.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
10.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
10.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
10.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
10.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
10.7
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
10.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
10.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
10.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
10.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
10.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
10.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
10.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
10.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
10.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
10.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
10.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
10.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
10.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
10.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
10.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
10.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
10.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
10.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
10.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
10.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
10.2
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
10.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
10.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
10.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
10.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
10.1
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
10.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
10.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
10.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
10.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
10.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
10.0
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
10.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
10.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
10.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
9.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
9.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
9.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
9.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
9.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
9.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
9.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
9.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
9.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
9.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
9.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
9.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
9.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
9.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
9.6
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
9.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
9.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
9.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
9.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
9.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
9.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
9.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
9.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
9.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
9.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
9.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
9.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
9.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
9.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
9.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
9.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
9.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
9.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
9.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
9.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
9.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
9.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
9.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
9.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
9.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
9.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
9.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
9.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
9.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
9.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
9.2
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
9.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
9.1
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
9.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
9.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
9.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
9.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
9.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
9.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
9.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
9.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
9.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
9.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
9.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
8.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
8.9
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
8.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
8.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
8.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
8.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
8.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
8.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
8.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
8.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
8.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
8.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
8.6
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
8.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
8.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
8.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
8.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
8.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
8.6
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
8.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
8.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
8.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
8.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
8.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
8.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
8.4
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
8.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
8.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
8.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
8.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
8.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
8.3
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
8.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
8.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
8.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
8.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
8.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
8.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
8.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
8.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
8.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
8.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
8.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
8.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
8.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
8.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
8.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
8.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
7.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
7.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
7.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
7.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
7.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
7.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
7.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
7.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
7.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
7.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
7.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
7.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
7.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
7.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
7.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
7.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
7.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
7.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
7.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
7.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
7.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
7.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
7.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
7.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
7.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
7.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
7.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
7.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
7.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
7.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
7.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
7.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
7.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
7.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
7.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
7.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
7.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
7.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
7.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
7.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
7.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
7.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
7.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
7.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
7.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
7.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
7.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
7.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
7.0
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
7.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
6.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
6.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
6.9
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
6.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
6.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
6.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
6.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
6.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
6.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
6.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
6.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
6.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
6.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
6.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
6.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
6.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
6.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
6.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
6.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
6.7
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
6.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
6.7
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
6.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
6.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
6.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
6.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
6.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
6.6
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
6.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
6.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
6.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
6.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
6.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
6.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
6.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
6.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
6.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
6.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
6.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
6.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
6.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
6.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
6.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
6.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
6.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
6.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
6.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
6.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
6.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
6.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
6.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
6.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
6.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
6.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
6.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
6.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
6.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
6.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
6.2
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
6.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
6.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
6.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
6.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
6.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
6.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
6.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
6.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
6.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
6.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
6.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
6.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
5.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
5.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
5.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
5.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
5.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
5.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
5.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
5.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
5.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
5.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
5.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
5.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
5.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
5.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
5.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
5.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
5.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
5.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
5.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
5.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
5.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
5.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
5.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
5.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
5.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
5.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
5.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
5.4
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
5.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
5.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
5.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
5.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
5.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
5.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
5.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
5.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
5.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
5.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
5.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
5.1
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
5.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
5.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
5.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
5.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
5.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
4.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
4.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
4.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
4.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
4.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
4.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
4.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
4.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
4.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
4.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
4.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
4.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
4.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
4.4
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
4.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
4.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
4.2
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
4.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
4.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
3.9
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
3.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
3.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
3.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
3.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
3.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
3.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
3.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
3.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
3.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
3.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
3.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
2.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
2.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
2.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
2.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
2.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
1.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 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.
PPP1R35 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
17.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
43.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
40.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
35.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
32.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
32.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
30.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
29.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
29.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
27.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
25.1
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
25.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
24.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
24.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
24.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
24.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
23.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
23.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
22.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
22.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
22.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
21.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
21.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
21.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
21.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
20.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
20.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
20.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
20.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
20.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
20.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
20.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
19.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
19.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
19.7
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
19.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
18.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
18.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
18.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
18.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
17.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
17.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
17.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
17.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
17.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
17.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
17.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
16.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
16.7
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
16.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
16.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
16.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
16.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
16.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
16.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
15.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
15.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
15.6
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
15.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
15.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
15.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
15.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
15.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
15.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
15.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
14.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
14.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
14.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
14.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
14.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
13.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
13.6
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
13.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
13.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
13.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
12.3
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
12.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
11.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
11.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
11.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
11.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
11.1
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
11.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
10.6
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
10.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
10.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
10.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
9.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
9.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
8.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
8.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
7.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
6.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
6.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
3.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 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.
PPP1R35 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
19.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
90.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
89.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
80.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
72.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
70.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
63.7
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
58.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
57.1
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
56.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
51.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
50.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
50.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
49.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
48.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
47.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
46.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
44.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
44.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
43.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
42.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
42.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
42.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
41.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
41.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
41.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
40.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
40.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
40.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
39.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
38.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
37.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
37.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
37.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
36.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
36.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
36.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
35.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
34.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
34.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
34.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
34.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
33.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
33.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
32.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
32.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
32.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
31.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
31.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
30.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
30.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
30.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
30.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
30.2
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
29.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
29.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
28.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
28.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
28.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
28.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
28.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
28.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
28.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
27.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
27.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
27.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
27.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
27.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
27.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
27.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
27.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
26.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
26.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
26.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
26.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
25.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
24.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
24.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
24.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
23.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
23.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
23.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
23.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
23.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
22.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
22.7
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
22.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
22.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
22.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
22.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
22.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
22.0
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
21.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
21.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
21.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
21.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
21.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
21.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
21.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
21.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
21.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
21.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
21.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
21.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
20.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
20.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
20.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
20.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
20.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
19.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
19.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
19.4
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
19.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
19.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
18.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
18.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
18.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
18.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
18.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
18.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
18.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
18.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
18.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
18.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
18.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
18.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
18.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
17.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
17.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
17.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
17.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
17.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
17.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
17.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
17.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
17.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
17.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
16.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
16.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
16.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
16.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
16.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
16.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
16.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
15.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
15.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
15.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
15.6
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
15.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
15.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
15.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
15.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
14.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
14.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
14.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
14.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
14.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
14.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
14.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
14.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
14.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
14.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
14.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
14.1
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
13.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
13.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
13.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
13.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
13.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
12.9
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
12.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
12.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
12.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
12.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
12.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
12.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
12.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
12.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
11.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
11.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
11.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
11.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
11.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
11.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
11.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
11.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
11.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
11.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
10.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
10.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
10.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
10.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
10.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
10.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
10.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
10.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
10.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
10.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
9.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
9.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
9.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
9.7
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
9.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
9.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
9.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
9.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
9.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
9.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
9.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
8.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
8.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
8.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
8.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
8.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
8.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
8.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
7.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
7.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
7.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
7.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
7.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
7.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
7.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
7.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
7.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
6.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
6.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
6.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
6.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
5.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
5.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
5.7
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
5.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
5.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
5.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
5.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
5.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
4.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
4.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
3.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
0.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
0.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
0.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
0.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
0.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
0.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
0.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
0.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
0.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
0.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
0.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.