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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.
ZGPAT 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
17.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
48.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
41.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
39.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
38.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
37.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
35.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
35.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
31.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
29.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
27.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
26.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
26.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
24.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
24.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
23.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
23.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
21.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
21.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
20.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
18.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
18.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
18.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
18.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
17.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
17.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
16.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
16.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
15.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
15.5
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
15.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
15.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
15.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
15.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
14.8
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
14.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
14.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
13.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
13.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
13.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
13.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
13.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
12.9
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
12.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
12.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
11.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
11.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
11.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
11.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
10.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
10.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
10.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
10.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
10.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
10.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
8.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
8.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
8.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
8.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
4.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
4.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
3.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 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.
ZGPAT is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
11.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
30.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
30.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
27.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
26.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
23.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
23.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
22.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
22.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
22.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
21.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
21.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
21.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
20.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
20.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
20.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
20.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
19.9
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
19.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
19.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
19.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
19.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
18.9
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
18.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
18.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
18.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
18.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
18.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
18.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
18.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
18.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
18.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
18.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
18.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
18.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
17.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
17.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
17.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
17.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
17.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
17.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
17.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
17.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
17.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
17.4
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
17.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
17.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
17.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
17.0
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
17.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
17.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
17.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
16.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
16.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
16.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
16.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
16.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
16.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
16.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
16.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
16.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
16.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
16.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
16.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
16.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
16.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
16.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
16.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
16.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
16.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
16.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
16.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
15.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
15.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
15.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
15.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
15.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
15.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
15.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
15.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
15.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
15.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
15.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
15.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
15.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
15.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
15.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
15.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
15.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
15.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
15.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
15.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
15.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
15.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
15.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
15.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
15.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
15.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
15.0
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
15.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
14.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
14.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
14.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
14.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
14.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
14.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
14.7
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
14.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
14.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
14.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
14.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
14.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
14.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
14.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
14.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
14.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
14.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
14.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
14.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
14.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
14.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
14.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
14.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
14.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
14.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
14.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
14.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
14.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
14.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
14.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
14.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
14.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
14.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
14.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
13.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
13.9
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
13.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
13.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
13.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
13.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
13.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
13.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
13.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
13.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
13.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
13.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
13.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
13.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
13.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
13.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
13.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
13.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
13.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
13.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
13.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
13.3
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
13.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
13.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
13.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
13.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
13.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
13.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
12.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
12.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
12.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
12.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
12.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
12.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
12.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
12.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
12.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
12.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
12.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
12.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
12.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
12.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
12.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
12.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
12.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
12.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
12.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
12.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
12.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
12.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
12.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
12.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
12.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
12.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
12.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
12.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
12.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
12.4
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
12.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
12.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
12.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
12.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
12.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
12.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
12.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
12.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
12.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
12.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
12.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
12.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
12.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
12.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
12.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
12.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
12.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
12.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
12.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
12.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
12.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
12.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
12.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
12.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
12.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
12.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
11.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
11.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
11.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
11.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
11.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
11.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
11.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
11.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
11.8
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
11.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
11.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
11.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
11.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
11.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
11.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
11.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
11.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
11.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
11.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
11.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
11.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
11.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
11.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
11.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
11.4
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
11.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
11.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
11.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
11.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
11.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
11.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
11.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
11.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
11.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
11.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
11.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
11.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
11.2
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
11.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
11.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
11.2
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
11.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
11.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
11.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
11.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
11.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
11.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
11.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
11.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
10.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
10.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
10.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
10.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
10.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
10.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
10.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
10.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
10.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
10.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
10.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
10.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
10.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
10.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
10.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
10.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
10.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
10.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
10.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
10.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
10.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
10.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
10.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
10.5
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
10.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
10.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
10.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
10.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
10.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
10.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
10.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
10.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
10.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
10.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
10.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
10.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
10.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
10.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
10.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
10.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
10.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
10.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
10.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
10.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
10.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
10.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
10.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
10.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
10.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
10.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
10.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
10.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
10.0
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
10.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
9.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
9.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
9.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
9.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
9.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
9.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
9.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
9.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
9.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
9.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
9.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
9.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
9.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
9.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
9.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
9.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
9.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
9.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
9.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
9.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
9.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
9.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
9.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
9.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
9.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
9.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
9.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
9.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
9.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
9.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
9.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
9.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
9.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
9.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
9.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
9.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
9.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
9.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
9.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
9.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
9.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
9.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
9.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
9.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
9.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
9.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
9.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
9.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
9.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
9.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
9.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
9.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
9.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
9.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
9.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
9.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
9.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
9.0
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
8.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
8.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
8.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
8.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
8.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
8.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
8.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
8.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
8.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
8.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
8.7
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
8.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
8.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
8.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
8.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
8.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
8.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
8.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
8.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
8.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
8.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
8.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
8.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
8.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
8.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
8.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
8.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
8.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
8.2
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
8.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
8.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
8.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
8.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
8.1
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
8.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
8.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
8.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
7.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
7.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
7.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
7.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
7.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
7.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
7.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
7.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
7.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
7.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
7.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
7.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
7.6
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
7.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
7.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
7.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
7.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
7.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
7.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
7.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
7.4
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
7.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
7.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
7.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
7.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
7.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
7.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
7.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
7.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
7.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
7.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
7.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
7.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
6.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
6.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
6.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
6.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
6.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
6.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
6.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
6.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
6.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
6.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
6.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
6.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
6.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
6.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
6.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
6.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
6.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
6.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
6.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
6.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
6.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
5.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
5.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
5.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
5.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
5.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
5.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
5.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
5.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
5.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
4.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
4.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
4.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
4.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
3.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
3.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
2.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
2.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
2.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
2.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
2.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.8
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
1.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ZGPAT 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
13.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
34.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
25.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
22.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
22.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
19.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
19.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
18.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
18.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
18.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
18.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
18.1
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
18.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
17.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
17.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
17.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
17.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
17.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
17.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
16.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
16.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
16.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
16.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
16.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
16.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
16.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
15.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
15.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
15.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
15.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
15.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
15.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
15.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
15.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
14.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
14.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
14.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
14.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
14.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
14.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
14.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
14.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
14.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
14.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
14.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
13.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
13.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
13.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
13.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
13.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
13.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
13.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
13.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
13.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
13.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
13.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
13.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
13.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
13.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
13.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
13.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
13.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
12.9
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
12.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
12.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
12.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
12.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
12.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
12.4
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
12.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
12.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
12.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
11.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
11.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
11.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
10.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
10.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
10.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
10.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
10.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
10.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
10.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
10.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
10.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
9.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
9.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
9.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
9.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
9.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
9.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
8.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
8.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
8.0
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
7.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
6.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
5.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
5.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
4.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
4.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
3.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ZGPAT is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
19.5
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
69.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
66.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
62.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
54.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
50.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
48.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
45.8
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
45.4
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
45.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
44.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
43.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
43.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
42.1
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
41.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
40.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
40.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
39.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
39.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
37.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
37.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
36.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
36.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
33.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
33.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
33.5
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
32.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
32.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
32.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
32.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
32.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
31.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
30.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
30.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
30.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
30.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
30.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
30.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
30.1
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
30.1
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
30.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
29.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
29.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
29.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
28.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
28.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
28.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
28.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
28.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
28.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
27.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
27.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
27.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
27.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
26.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
26.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
26.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
26.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
26.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
26.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
25.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
25.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
25.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
25.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
25.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
25.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
25.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
24.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
24.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
24.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
24.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
24.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
24.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
24.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
23.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
23.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
23.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
23.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
22.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
22.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
22.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
22.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
22.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
22.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
22.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
22.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
22.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
22.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
22.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
22.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
21.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
21.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
21.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
21.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
21.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
21.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
21.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
21.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
21.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
21.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
20.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
20.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
20.9
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
20.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
20.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
20.3
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
20.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
20.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
19.9
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
19.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
19.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
19.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
19.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
19.2
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
19.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
19.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
19.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
19.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
18.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
18.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
18.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
18.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
18.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
18.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
18.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
18.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
18.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
18.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
18.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
18.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
18.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
18.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
17.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
17.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
17.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
17.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
17.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
17.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
17.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
17.4
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
17.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
17.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
17.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
17.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
17.0
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
16.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
16.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
16.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
16.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
16.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
16.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
16.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
16.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
16.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
16.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
16.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
16.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
16.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
16.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
16.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
15.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
15.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
15.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
15.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
15.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
15.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
15.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
15.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
15.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
15.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
15.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
15.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
15.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
15.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
15.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
15.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
15.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
14.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
14.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
14.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
14.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
14.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
14.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
14.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
14.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
14.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
14.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
14.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
14.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
14.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
14.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
13.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
13.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
13.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
13.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
13.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
13.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
13.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
13.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
13.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
13.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
13.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
13.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
13.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
13.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
13.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
13.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
13.1
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
13.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
13.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
13.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
12.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
12.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
12.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
12.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
12.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
12.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
12.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
12.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
12.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
12.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
12.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
11.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
11.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
11.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
11.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
11.5
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
11.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
11.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
11.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
11.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
10.8
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
10.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
10.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
10.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
10.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
10.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
10.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
10.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
10.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
10.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
10.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
9.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
9.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
9.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
9.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
9.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
9.4
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
9.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
9.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
9.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
9.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
8.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
8.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
8.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
8.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
8.3
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
8.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
8.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
8.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
7.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
7.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
7.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
7.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
7.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
7.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
6.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
6.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
6.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
6.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
5.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
5.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
4.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
3.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
3.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
3.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
1.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0009060003
Tumor
0.6
CPT0086950003
Tumor
0.6
CPT0012180003
Tumor
0.5
CPT0077110003
Tumor
0.4
CPT0012550003
Tumor
0.4
CPT0017410003
Tumor
0.4
CPT0075130003
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0079380003
Tumor
0.3
CPT0025060001
Normal
0.3
CPT0085670003
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0076350001
Normal
0.3
CPT0012900004
Tumor
0.3
CPT0071150004
Tumor
0.3
CPT0078830003
Tumor
0.3
CPT0006440003
Tumor
0.3
CPT0079430001
Normal
0.3
CPT0001180009
Tumor
0.3
CPT0088550004
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0024670003
Tumor
0.3
CPT0078840001
Normal
0.2
CPT0065810003
Tumor
0.2
CPT0012280003
Tumor
0.2
CPT0088690003
Tumor
0.2
CPT0065820001
Normal
0.2
CPT0006630003
Tumor
0.2
CPT0078530001
Normal
0.2
CPT0081600003
Tumor
0.2
CPT0069160003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0092740003
Normal
0.2
CPT0025050003
Tumor
0.2
CPT0014370004
Tumor
0.2
CPT0066430001
Normal
0.2
CPT0025290003
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0065450001
Normal
0.2
CPT0001350001
Normal
0.2
CPT0088780001
Normal
0.2
CPT0012290003
Normal
0.2
CPT0001260009
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0014450004
Tumor
0.2
CPT0025610001
Normal
0.2
CPT0086360003
Tumor
0.1
CPT0063630003
Tumor
0.1
CPT0012670003
Tumor
0.1
CPT0077140001
Normal
0.1
CPT0020120003
Tumor
0.1
CPT0000660001
Normal
0.1
CPT0012370003
Tumor
0.1
CPT0017450001
Normal
0.1
CPT0092800003
Normal
0.1
CPT0001270001
Normal
0.1
CPT0012770003
Normal
0.1
CPT0065430003
Tumor
0.1
CPT0017850003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0088710001
Normal
0.1
CPT0012090003
Normal
0.1
CPT0087050003
Normal
0.1
CPT0075570001
Normal
0.1
CPT0018250001
Normal
0.1
CPT0086890003
Normal
0.1
CPT0086370003
Normal
0.1
CPT0006950001
Normal
0.1
CPT0007470001
Normal
0.1
CPT0020130001
Normal
0.1
CPT0088920001
Normal
0.1
CPT0088630003
Tumor
0.1
CPT0078670001
Normal
0.1
CPT0009000003
Tumor
0.1
CPT0009080003
Normal
0.1
CPT0089040001
Normal
0.1
CPT0026410003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0012570003
Normal
0.1
CPT0078940001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0014160003
Tumor
0.1
CPT0089480003
Normal
0.1
CPT0001190001
Normal
0.1
CPT0082010001
Normal
0.1
CPT0066520001
Normal
0.1
CPT0010170001
Normal
0.1
CPT0078660003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0000870016
Tumor
0.1
CPT0092290003
Tumor
0.1
CPT0066470004
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0077320001
Normal
0.0
CPT0063330001
Normal
0.0
CPT0015810003
Tumor
0.0
CPT0025580004
Tumor
0.0
CPT0063640001
Normal
0.0
CPT0084590001
Normal
0.0
CPT0011410003
Tumor
0.0
CPT0010160003
Tumor
0.0
CPT0078800003
Tumor
0.0
CPT0092790003
Tumor
0.0
CPT0007870001
Normal
0.0
CPT0020020001
Normal
0.0
CPT0088570001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0079180003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0007320003
Tumor
0.0
CPT0023710001
Normal
0.0
CPT0079230003
Tumor
0.0
CPT0088640003
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0019130003
Tumor
0.0
CPT0064400001
Normal
0.0
CPT0092310003
Normal
0.0
CPT0081620001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0025110003
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0001220008
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0086030003
Tumor
0.0
CPT0001510001
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0078930003
Tumor
0.0
CPT0013790003
Normal
0.0
CPT0000790001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0001500009
Tumor
-0.1
CPT0006900003
Tumor
-0.1
CPT0063320003
Tumor
-0.1
CPT0023350003
Tumor
-0.1
CPT0086820003
Tumor
-0.1
CPT0025920001
Normal
-0.1
CPT0025880003
Tumor
-0.1
CPT0092190003
Normal
-0.1
CPT0001230001
Normal
-0.1
CPT0076330003
Tumor
-0.1
CPT0000640003
Tumor
-0.1
CPT0019160001
Normal
-0.1
CPT0000890001
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0086830003
Normal
-0.1
CPT0010120001
Normal
-0.1
CPT0089460004
Tumor
-0.1
CPT0066480003
Tumor
-0.1
CPT0001340003
Tumor
-0.1
CPT0025350003
Tumor
-0.1
CPT0002270011
Tumor
-0.1
CPT0026420001
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0079300001
Normal
-0.1
CPT0086870003
Tumor
-0.1
CPT0007860003
Tumor
-0.1
CPT0081880003
Tumor
-0.1
CPT0014130001
Normal
-0.1
CPT0015910003
Tumor
-0.1
CPT0079480003
Tumor
-0.1
CPT0077500001
Normal
-0.1
CPT0012080003
Tumor
-0.1
CPT0012640003
Normal
-0.1
CPT0069010001
Normal
-0.1
CPT0021240003
Tumor
-0.1
CPT0069190001
Normal
-0.2
CPT0009020003
Normal
-0.2
CPT0092730003
Tumor
-0.2
CPT0088970003
Tumor
-0.2
CPT0079270003
Tumor
-0.2
CPT0024680001
Normal
-0.2
CPT0019990003
Tumor
-0.2
CPT0088760003
Tumor
-0.2
CPT0086970003
Normal
-0.2
CPT0077490003
Tumor
-0.2
CPT0087040003
Tumor
-0.2
CPT0002370001
Normal
-0.2
CPT0065750003
Tumor
-0.2
CPT0088500001
Normal
-0.2
CPT0088900003
Tumor
-0.2
CPT0025230003
Tumor
-0.3
CPT0064370003
Tumor
-0.3
CPT0002350011
Tumor
-0.3
CPT0077310003
Tumor
-0.3
CPT0079510001
Normal
-0.3
CPT0011240003
Tumor
-0.3
CPT0069000003
Tumor
-0.3
CPT0065930003
Tumor
-0.4
CPT0078510003
Tumor
-0.4
CPT0084560003
Tumor
-0.4
CPT0089020003
Tumor
-0.5
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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.
The Human Protein Atlas project is funded
