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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.
PPIG 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
15.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
45.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
35.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
31.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
30.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
29.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
27.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
27.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
27.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
26.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
26.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
24.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
23.9
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
23.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
22.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
21.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
21.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
20.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
19.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
18.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
18.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
18.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
18.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
18.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
17.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
17.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
17.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
16.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
16.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
16.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
15.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
15.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
14.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
14.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
13.7
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
13.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
12.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
12.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
12.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
12.3
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
11.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
11.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
11.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
10.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
10.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
10.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
9.8
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
9.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
9.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
9.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
8.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
8.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
7.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
7.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
7.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
7.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
7.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
7.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
6.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
6.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
5.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
5.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 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.
PPIG is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
18.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
54.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
52.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
46.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
43.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
40.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
38.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
37.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
37.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
36.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
35.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
34.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
34.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
34.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
34.1
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
33.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
33.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
33.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
33.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
33.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
33.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
33.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
32.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
31.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
31.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
30.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
30.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
30.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
30.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
30.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
30.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
30.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
29.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
29.9
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
29.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
29.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
29.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
29.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
29.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
29.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
29.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
29.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
28.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
28.4
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
28.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
28.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
28.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
27.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
27.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
27.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
27.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
27.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
27.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
27.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
27.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
27.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
27.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
27.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
27.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
26.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
26.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
26.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
26.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
26.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
26.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
26.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
26.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
26.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
26.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
26.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
26.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
25.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
25.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
25.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
25.6
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
25.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
25.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
25.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
25.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
25.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
25.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
25.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
24.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
24.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
24.7
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
24.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
24.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
24.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
24.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
24.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
24.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
24.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
24.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
24.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
24.3
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
24.2
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
24.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
24.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
23.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
23.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
23.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
23.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
23.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
23.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
23.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
23.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
23.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
23.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
23.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
23.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
23.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
23.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
23.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
23.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
23.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
23.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
22.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
22.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
22.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
22.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
22.8
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
22.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
22.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
22.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
22.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
22.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
22.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
22.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
22.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
22.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
22.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
22.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
22.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
22.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
22.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
22.1
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
22.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
22.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
21.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
21.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
21.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
21.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
21.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
21.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
21.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
21.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
21.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
21.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
21.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
21.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
21.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
21.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
21.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
21.3
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
21.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
21.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
21.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
21.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
21.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
21.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
21.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
21.0
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
21.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
20.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
20.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
20.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
20.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
20.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
20.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
20.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
20.7
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
20.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
20.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
20.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
20.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
20.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
20.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
20.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
20.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
20.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
20.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
20.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
20.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
20.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
20.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
20.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
20.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
20.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
20.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
20.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
20.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
20.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
20.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
19.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
19.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
19.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
19.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
19.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
19.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
19.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
19.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
19.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
19.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
19.5
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
19.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
19.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
19.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
19.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
19.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
19.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
19.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
19.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
19.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
19.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
19.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
19.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
19.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
19.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
19.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
19.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
18.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
18.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
18.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
18.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
18.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
18.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
18.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
18.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
18.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
18.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
18.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
18.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
18.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
18.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
18.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
18.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
18.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
18.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
18.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
18.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
18.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
18.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
18.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
18.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
18.3
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
18.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
18.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
18.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
18.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
18.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
18.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
18.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
18.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
18.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
18.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
18.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
18.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
17.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
17.9
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
17.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
17.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
17.8
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
17.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
17.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
17.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
17.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
17.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
17.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
17.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
17.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
17.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
17.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
17.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
17.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
17.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
17.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
17.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
17.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
17.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
17.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
17.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
17.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
17.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
17.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
16.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
16.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
16.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
16.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
16.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
16.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
16.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
16.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
16.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
16.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
16.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
16.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
16.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
16.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
16.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
16.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
16.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
16.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
16.2
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
16.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
16.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
16.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
16.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
16.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
16.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
16.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
15.9
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
15.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
15.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
15.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
15.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
15.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
15.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
15.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
15.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
15.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
15.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
15.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
15.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
15.5
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
15.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
15.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
15.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
15.4
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
15.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
15.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
15.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
15.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
15.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
15.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
15.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
15.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
15.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
15.0
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
14.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
14.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
14.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
14.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
14.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
14.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
14.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
14.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
14.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
14.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
14.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
14.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
14.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
14.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
14.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
14.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
14.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
14.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
14.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
14.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
14.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
14.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
14.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
14.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
14.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
14.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
14.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
14.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
14.1
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
14.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
13.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
13.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
13.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
13.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
13.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
13.7
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
13.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
13.7
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
13.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
13.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
13.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
13.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
13.4
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
13.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
13.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
13.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
13.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
13.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
13.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
13.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
13.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
13.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
12.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
12.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
12.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
12.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
12.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
12.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
12.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
12.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
12.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
12.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
12.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
12.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
12.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
12.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
12.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
12.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
12.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
12.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
12.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
12.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
12.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
11.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
11.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
11.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
11.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
11.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
11.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
11.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
11.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
11.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
11.5
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
11.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
11.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
11.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
11.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
11.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
11.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
11.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
11.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
11.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
11.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
10.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
10.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
10.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
10.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
10.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
10.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
10.5
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
10.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
10.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
10.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
10.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
10.0
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
10.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
9.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
9.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
9.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
9.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
9.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
9.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
9.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
9.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
9.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
9.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
9.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
9.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
8.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
8.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
8.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
8.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
8.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
8.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
8.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
8.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
8.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
8.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
8.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
8.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
7.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
7.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
7.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
7.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
7.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
7.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
7.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
7.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
7.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
6.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
6.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
6.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
6.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
6.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
5.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
5.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
5.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
5.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
4.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
4.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 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.
PPIG 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
27.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
48.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
46.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
45.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
44.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
41.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
39.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
37.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
37.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
36.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
36.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
36.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
36.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
36.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
36.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
35.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
35.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
34.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
34.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
34.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
34.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
33.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
33.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
33.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
33.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
33.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
33.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
33.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
32.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
32.4
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
32.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
31.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
30.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
30.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
30.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
30.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
30.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
29.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
29.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
29.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
29.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
29.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
29.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
29.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
29.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
29.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
29.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
29.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
28.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
28.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
28.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
28.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
27.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
27.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
27.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
27.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
27.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
26.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
25.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
24.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
24.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
24.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
24.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
24.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
24.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
24.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
23.8
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
23.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
22.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
22.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
22.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
21.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
21.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
21.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
21.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
21.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
21.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
20.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
20.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
20.6
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
20.4
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
20.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
20.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
19.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
19.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
18.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
18.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
18.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
18.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
17.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
17.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
16.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
15.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
14.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
14.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
14.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
14.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
13.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
PPIG 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
14.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
76.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
68.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
54.6
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
50.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
41.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
36.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
35.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
34.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
34.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
33.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
32.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
32.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
32.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
31.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
30.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
30.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
30.3
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
29.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
29.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
29.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
28.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
28.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
27.8
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
27.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
27.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
27.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
27.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
27.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
26.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
26.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
26.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
26.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
25.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
25.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
25.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
25.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
24.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
24.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
23.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
23.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
23.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
23.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
23.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
23.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
23.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
23.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
23.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
22.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
22.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
22.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
22.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
22.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
21.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
21.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
21.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
21.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
21.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
21.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
21.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
21.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
21.0
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
21.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
21.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
20.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
20.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
20.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
20.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
20.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
20.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
19.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
19.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
19.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
19.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
19.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
18.9
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
18.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
18.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
18.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
18.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
18.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
18.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
18.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
17.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
17.7
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
17.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
17.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
17.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
17.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
17.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
17.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
17.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
17.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
16.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
16.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
16.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
16.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
16.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
16.5
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
16.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
16.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
16.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
16.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
16.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
16.0
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
16.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
15.9
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
15.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
15.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
15.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
15.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
15.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
15.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
15.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
15.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
14.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
14.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
14.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
14.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
14.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
14.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
14.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
14.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
14.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
14.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
14.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
14.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
14.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
14.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
14.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
14.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
13.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
13.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
13.8
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
13.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
13.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
13.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
13.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
13.7
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
13.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
13.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
13.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
13.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
13.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
13.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
13.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
12.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
12.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
12.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
12.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
12.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
12.7
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
12.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
12.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
12.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
12.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
12.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
12.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
12.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
12.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
12.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
12.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
12.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
12.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
11.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
11.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
11.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
11.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
11.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
11.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
11.7
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
11.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
11.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
11.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
11.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
11.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
11.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
11.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
11.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
11.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
11.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
11.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
11.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
11.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
11.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
10.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
10.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
10.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
10.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
10.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
10.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
10.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
9.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
9.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
9.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
9.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
9.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
9.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
9.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
9.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
8.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
8.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
8.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
8.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
8.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
8.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
8.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
8.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
8.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
7.9
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
7.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
7.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
7.6
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
7.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
7.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
7.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
7.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
7.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
6.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
6.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
6.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
6.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
6.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
6.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
6.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
6.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
6.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
6.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
6.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
6.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
6.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
6.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
6.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
6.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
5.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
5.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
5.5
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
5.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
5.3
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
5.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
5.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
5.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
4.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
4.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
4.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
4.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
4.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
4.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
4.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
4.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
4.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
4.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
3.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
3.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
3.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
3.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
3.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
3.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
2.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
2.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
2.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
2.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
2.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
1.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
1.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
1.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
1.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
1.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
0.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
0.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088690003
Tumor
0.6
CPT0075130003
Tumor
0.6
CPT0012180003
Tumor
0.5
CPT0088550004
Tumor
0.5
CPT0006440003
Tumor
0.4
CPT0077110003
Tumor
0.4
CPT0088970003
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0009060003
Tumor
0.4
CPT0012570003
Normal
0.4
CPT0010160003
Tumor
0.4
CPT0017850003
Tumor
0.3
CPT0012640003
Normal
0.3
CPT0026410003
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0085670003
Tumor
0.3
CPT0079300001
Normal
0.3
CPT0001340003
Tumor
0.3
CPT0081880003
Tumor
0.3
CPT0010120001
Normal
0.3
CPT0014370004
Tumor
0.3
CPT0086820003
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0086950003
Tumor
0.2
CPT0086030003
Tumor
0.2
CPT0088710001
Normal
0.2
CPT0092190003
Normal
0.2
CPT0000780007
Tumor
0.2
CPT0086870003
Tumor
0.2
CPT0084560003
Tumor
0.2
CPT0025110003
Tumor
0.2
CPT0017410003
Tumor
0.2
CPT0012370003
Tumor
0.2
CPT0011240003
Tumor
0.2
CPT0001540009
Tumor
0.2
CPT0071150004
Tumor
0.2
CPT0023710001
Normal
0.2
CPT0079410003
Tumor
0.2
CPT0007870001
Normal
0.2
CPT0084590001
Normal
0.2
CPT0001260009
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0088500001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0079380003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0012550003
Tumor
0.2
CPT0077320001
Normal
0.2
CPT0015810003
Tumor
0.2
CPT0081620001
Normal
0.2
CPT0079510001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0078840001
Normal
0.2
CPT0088780001
Normal
0.2
CPT0001500009
Tumor
0.2
CPT0079000001
Normal
0.1
CPT0075720003
Tumor
0.1
CPT0075170001
Normal
0.1
CPT0092790003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0009080003
Normal
0.1
CPT0002370001
Normal
0.1
CPT0006950001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0088630003
Tumor
0.1
CPT0012290003
Normal
0.1
CPT0001180009
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0078940001
Normal
0.1
CPT0092310003
Normal
0.1
CPT0000890001
Normal
0.1
CPT0065870003
Tumor
0.1
CPT0025060001
Normal
0.1
CPT0020130001
Normal
0.1
CPT0086890003
Normal
0.1
CPT0012770003
Normal
0.1
CPT0012900004
Tumor
0.1
CPT0012080003
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0066430001
Normal
0.1
CPT0065430003
Tumor
0.1
CPT0069160003
Tumor
0.1
CPT0078670001
Normal
0.1
CPT0014450004
Tumor
0.1
CPT0012090003
Normal
0.1
CPT0065820001
Normal
0.1
CPT0092800003
Normal
0.1
CPT0001230001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0001510001
Normal
0.1
CPT0001190001
Normal
0.1
CPT0077490003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0065690003
Tumor
0.1
CPT0086370003
Normal
0.1
CPT0025580004
Tumor
0.1
CPT0063630003
Tumor
0.1
CPT0010170001
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0015910003
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0000870016
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0086970003
Normal
0.0
CPT0089460004
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0000660001
Normal
0.0
CPT0020020001
Normal
0.0
CPT0077140001
Normal
0.0
CPT0019130003
Tumor
0.0
CPT0026420001
Normal
0.0
CPT0025350003
Tumor
0.0
CPT0089040001
Normal
0.0
CPT0006730001
Normal
0.0
CPT0088920001
Normal
0.0
CPT0079270003
Tumor
0.0
CPT0014470001
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0066520001
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0001350001
Normal
0.0
CPT0066480003
Tumor
0.0
CPT0081990003
Tumor
0.0
CPT0020120003
Tumor
0.0
CPT0017450001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0023350003
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0088640003
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0064400001
Normal
0.0
CPT0078660003
Tumor
0.0
CPT0000640003
Tumor
0.0
CPT0012920003
Normal
0.0
CPT0079430001
Normal
0.0
CPT0087050003
Normal
0.0
CPT0025920001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0078800003
Tumor
0.0
CPT0025230003
Tumor
0.0
CPT0075570001
Normal
0.0
CPT0012280003
Tumor
0.0
CPT0015730003
Tumor
0.0
CPT0006630003
Tumor
0.0
CPT0089480003
Normal
0.0
CPT0002270011
Tumor
0.0
CPT0069000003
Tumor
0.0
CPT0069010001
Normal
0.0
CPT0063320003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0092290003
Tumor
-0.1
CPT0012670003
Tumor
-0.1
CPT0025050003
Tumor
-0.1
CPT0001220008
Tumor
-0.1
CPT0025880003
Tumor
-0.1
CPT0086830003
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0065450001
Normal
-0.1
CPT0066470004
Tumor
-0.1
CPT0000790001
Normal
-0.1
CPT0078930003
Tumor
-0.1
CPT0064370003
Tumor
-0.1
CPT0023690003
Tumor
-0.1
CPT0076350001
Normal
-0.1
CPT0065810003
Tumor
-0.1
CPT0065750003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0014160003
Tumor
-0.1
CPT0086360003
Tumor
-0.1
CPT0024680001
Normal
-0.1
CPT0089020003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0006900003
Tumor
-0.2
CPT0076330003
Tumor
-0.2
CPT0025290003
Tumor
-0.2
CPT0092730003
Tumor
-0.2
CPT0007860003
Tumor
-0.2
CPT0024670003
Tumor
-0.2
CPT0019990003
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0088760003
Tumor
-0.3
CPT0065930003
Tumor
-0.3
CPT0079180003
Tumor
-0.4
CPT0021240003
Tumor
-0.4
CPT0078510003
Tumor
-0.6
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
