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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.
UBL7 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
25.6
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
71.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
55.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
44.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
41.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
41.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
40.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
39.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
37.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
37.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
37.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
37.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
36.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
34.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
33.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
31.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
27.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
27.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
27.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
27.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
27.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
26.7
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
26.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
26.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
25.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
25.0
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
25.0
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
23.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
23.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
23.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
23.0
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
23.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
22.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
22.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
22.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
22.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
22.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
22.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
22.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
21.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
21.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
21.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
21.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
21.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
20.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
20.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
20.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
20.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
20.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
18.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
18.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
18.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
17.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
17.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
17.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
16.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
16.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
15.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
15.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
15.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
14.9
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
14.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
11.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
8.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 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.
UBL7 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
16.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
63.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
33.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
32.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
30.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
30.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
29.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
29.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
27.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
27.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
27.0
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
25.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
25.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
25.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
25.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
25.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
24.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
24.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
24.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
24.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
24.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
24.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
23.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
23.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
23.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
23.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
23.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
23.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
23.3
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
23.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
23.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
22.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
22.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
22.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
22.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
22.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
22.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
22.3
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
22.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
22.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
22.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
21.9
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
21.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
21.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
21.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
21.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
21.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
21.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
21.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
21.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
21.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
21.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
21.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
21.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
21.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
21.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
21.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
21.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
21.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
21.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
21.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
21.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
21.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
21.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
21.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
20.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
20.9
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
20.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
20.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
20.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
20.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
20.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
20.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
20.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
20.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
20.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
20.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
20.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
20.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
20.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
20.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
20.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
20.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
20.2
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
20.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
20.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
20.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
20.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
20.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
20.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
20.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
19.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
19.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
19.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
19.8
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
19.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
19.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
19.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
19.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
19.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
19.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
19.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
19.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
19.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
19.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
19.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
19.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
19.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
19.4
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
19.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
19.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
19.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
19.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
19.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
19.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
19.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
19.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
19.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
19.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
19.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
19.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
19.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
19.0
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
18.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
18.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
18.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
18.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
18.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
18.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
18.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
18.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
18.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
18.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
18.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
18.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
18.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
18.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
18.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
18.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
18.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
18.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
18.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
18.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
18.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
18.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
18.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
18.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
18.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
18.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
18.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
18.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
18.4
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
18.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
18.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
18.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
18.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
18.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
18.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
18.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
18.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
18.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
18.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
18.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
18.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
18.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
18.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
18.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
18.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
18.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
18.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
18.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
17.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
17.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
17.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
17.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
17.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
17.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
17.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
17.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
17.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
17.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
17.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
17.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
17.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
17.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
17.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
17.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
17.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
17.5
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
17.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
17.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
17.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
17.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
17.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
17.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
17.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
17.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
17.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
17.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
17.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
17.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
17.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
17.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
17.2
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
17.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
17.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
17.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
17.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
17.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
17.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
17.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
17.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
17.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
17.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
17.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
17.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
17.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
17.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
17.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
17.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
17.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
17.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
16.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
16.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
16.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
16.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
16.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
16.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
16.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
16.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
16.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
16.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
16.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
16.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
16.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
16.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
16.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
16.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
16.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
16.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
16.5
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
16.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
16.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
16.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
16.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
16.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
16.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
16.4
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
16.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
16.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
16.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
16.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
16.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
16.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
16.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
16.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
16.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
16.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
16.0
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
16.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
16.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
16.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
15.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
15.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
15.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
15.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
15.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
15.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
15.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
15.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
15.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
15.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
15.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
15.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
15.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
15.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
15.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
15.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
15.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
15.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
15.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
15.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
15.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
15.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
15.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
15.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
15.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
15.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
15.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
15.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
15.6
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
15.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
15.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
15.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
15.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
15.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
15.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
15.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
15.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
15.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
15.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
15.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
15.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
15.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
15.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
15.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
15.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
15.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
15.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
15.3
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
15.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
15.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
15.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
15.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
15.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
15.1
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
15.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
15.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
15.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
15.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
15.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
15.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
15.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
15.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
15.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
15.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
14.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
14.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
14.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
14.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
14.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
14.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
14.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
14.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
14.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
14.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
14.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
14.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
14.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
14.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
14.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
14.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
14.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
14.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
14.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
14.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
14.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
14.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
14.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
14.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
14.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
14.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
14.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
14.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
14.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
14.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
14.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
14.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
14.5
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
14.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
14.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
14.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
14.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
14.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
14.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
14.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
14.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
14.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
14.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
14.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
14.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
14.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
14.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
14.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
14.2
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
14.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
14.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
14.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
14.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
14.1
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
14.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
14.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
14.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
14.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
14.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
14.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
14.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
14.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
14.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
14.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
14.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
14.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
13.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
13.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
13.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
13.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
13.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
13.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
13.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
13.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
13.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
13.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
13.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
13.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
13.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
13.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
13.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
13.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
13.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
13.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
13.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
13.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
13.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
13.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
13.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
13.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
13.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
13.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
13.2
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
13.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
13.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
13.2
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
13.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
13.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
13.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
13.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
13.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
13.1
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
13.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
13.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
13.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
13.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
12.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
12.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
12.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
12.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
12.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
12.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
12.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
12.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
12.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
12.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
12.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
12.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
12.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
12.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
12.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
12.5
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
12.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
12.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
12.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
12.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
12.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
12.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
12.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
12.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
12.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
12.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
12.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
12.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
12.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
12.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
12.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
12.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
12.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
12.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
11.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
11.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
11.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
11.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
11.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
11.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
11.8
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
11.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
11.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
11.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
11.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
11.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
11.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
11.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
11.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
11.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
11.3
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
11.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
11.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
11.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
11.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
10.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
10.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
10.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
10.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
10.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
10.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
10.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
10.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
10.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
10.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
9.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
9.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
9.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
9.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
9.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
8.4
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
8.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
8.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
7.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
7.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
7.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
6.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 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.
UBL7 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
13.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
23.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
20.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
19.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
19.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
19.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
19.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
19.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
19.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
18.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
18.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
18.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
17.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
17.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
17.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
17.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
16.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
16.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
16.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
15.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
15.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
15.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
15.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
15.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
15.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
14.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
14.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
14.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
14.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
14.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
14.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
14.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
14.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
14.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
14.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
14.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
14.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
14.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
14.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
14.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
14.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
13.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
13.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
13.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
13.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
13.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
13.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
13.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
13.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
13.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
13.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
13.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
13.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
13.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
13.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
13.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
13.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
13.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
12.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
12.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
12.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
12.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
12.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
12.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
12.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
12.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
12.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
12.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
12.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
12.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
12.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
12.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
12.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
12.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
11.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
11.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
11.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
11.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
11.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
11.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
11.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
11.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
11.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
10.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
10.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
10.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
9.9
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
9.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
9.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
9.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
8.9
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
8.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
8.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
7.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
7.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
6.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
6.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
6.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
UBL7 is potential prognostic, high expression is favorable 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
23.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
80.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
75.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
56.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
56.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
55.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
54.5
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
50.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
49.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
47.6
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
45.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
45.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
44.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
42.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
42.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
42.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
41.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
41.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
40.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
39.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
39.4
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
38.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
38.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
38.1
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
37.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
36.3
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
36.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
35.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
34.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
34.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
34.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
33.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
33.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
33.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
33.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
33.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
33.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
32.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
32.7
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
32.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
32.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
31.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
31.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
31.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
31.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
31.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
31.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
31.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
30.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
30.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
30.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
30.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
30.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
29.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
29.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
29.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
28.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
28.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
28.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
28.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
28.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
28.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
28.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
28.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
28.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
27.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
27.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
27.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
27.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
27.5
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
27.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
27.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
27.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
27.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
27.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
26.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
26.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
26.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
26.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
26.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
26.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
25.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
25.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
25.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
25.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
25.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
25.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
25.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
25.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
25.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
25.0
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
25.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
24.9
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
24.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
24.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
24.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
24.7
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
24.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
24.3
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
24.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
24.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
24.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
24.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
24.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
24.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
24.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
23.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
23.6
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
23.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
23.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
23.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
23.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
23.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
23.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
23.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
23.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
23.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
23.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
22.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
22.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
22.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
22.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
22.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
22.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
22.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
22.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
22.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
22.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
22.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
22.3
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
22.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
22.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
22.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
22.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
22.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
22.2
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
22.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
22.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
22.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
21.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
21.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
21.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
21.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
21.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
21.7
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
21.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
21.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
21.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
21.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
21.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
21.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
21.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
21.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
21.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
21.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
21.2
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
21.2
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
21.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
21.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
21.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
21.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
20.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
20.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
20.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
20.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
20.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
20.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
20.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
20.5
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
20.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
20.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
20.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
20.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
20.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
20.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
20.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
19.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
19.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
19.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
19.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
19.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
19.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
19.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
19.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
19.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
19.5
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
19.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
19.4
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
19.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
19.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
19.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
19.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
19.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
19.1
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
19.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
19.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
19.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
19.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
19.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
19.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
18.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
18.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
18.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
18.7
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
18.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
18.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
18.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
18.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
18.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
18.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
18.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
17.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
17.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
17.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
17.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
17.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
17.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
17.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
17.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
17.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
17.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
17.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
17.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
17.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
17.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
17.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
17.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
17.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
17.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
17.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
16.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
16.9
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
16.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
16.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
16.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
16.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
16.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
16.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
16.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
16.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
16.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
15.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
15.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
15.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
15.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
15.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
15.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
15.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
15.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
15.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
15.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
15.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
15.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
15.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
14.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
14.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
14.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
14.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
14.5
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
14.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
14.5
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
14.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
14.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
14.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
13.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
13.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
13.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
13.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
13.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
13.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
12.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
12.8
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
12.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
12.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
12.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
11.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
11.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
11.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
10.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
10.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
9.4
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0092290003
Tumor
1.0
CPT0088970003
Tumor
0.6
CPT0001340003
Tumor
0.5
CPT0002270011
Tumor
0.5
CPT0086950003
Tumor
0.5
CPT0077310003
Tumor
0.5
CPT0078510003
Tumor
0.4
CPT0001500009
Tumor
0.4
CPT0014160003
Tumor
0.4
CPT0092790003
Tumor
0.4
CPT0078800003
Tumor
0.4
CPT0075170001
Normal
0.4
CPT0001270001
Normal
0.3
CPT0000780007
Tumor
0.3
CPT0021240003
Tumor
0.3
CPT0001180009
Tumor
0.3
CPT0066480003
Tumor
0.3
CPT0065930003
Tumor
0.3
CPT0084590001
Normal
0.3
CPT0066430001
Normal
0.3
CPT0065430003
Tumor
0.3
CPT0077110003
Tumor
0.3
CPT0064370003
Tumor
0.2
CPT0088550004
Tumor
0.2
CPT0006440003
Tumor
0.2
CPT0078530001
Normal
0.2
CPT0017410003
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0026410003
Tumor
0.2
CPT0009000003
Tumor
0.2
CPT0001260009
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0010120001
Normal
0.2
CPT0069160003
Tumor
0.2
CPT0014450004
Tumor
0.2
CPT0009080003
Normal
0.2
CPT0020020001
Normal
0.2
CPT0006730001
Normal
0.2
CPT0015810003
Tumor
0.2
CPT0009020003
Normal
0.2
CPT0012920003
Normal
0.2
CPT0065450001
Normal
0.1
CPT0076350001
Normal
0.1
CPT0025170003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0010170001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0010160003
Tumor
0.1
CPT0014470001
Normal
0.1
CPT0079000001
Normal
0.1
CPT0092190003
Normal
0.1
CPT0013790003
Normal
0.1
CPT0012640003
Normal
0.1
CPT0011240003
Tumor
0.1
CPT0006630003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0012570003
Normal
0.1
CPT0026420001
Normal
0.1
CPT0012180003
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0012550003
Tumor
0.1
CPT0000660001
Normal
0.1
CPT0064400001
Normal
0.1
CPT0065810003
Tumor
0.1
CPT0087050003
Normal
0.1
CPT0078990003
Tumor
0.1
CPT0077140001
Normal
0.1
CPT0017450001
Normal
0.1
CPT0077320001
Normal
0.1
CPT0019130003
Tumor
0.1
CPT0007870001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0001540009
Tumor
0.1
CPT0000890001
Normal
0.1
CPT0012770003
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0019160001
Normal
0.1
CPT0018250001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0001350001
Normal
0.1
CPT0075130003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0069010001
Normal
0.1
CPT0078940001
Normal
0.1
CPT0082010001
Normal
0.0
CPT0025290003
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0017850003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0089020003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0079510001
Normal
0.0
CPT0079430001
Normal
0.0
CPT0000640003
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0086970003
Normal
0.0
CPT0078670001
Normal
0.0
CPT0089460004
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0012080003
Tumor
0.0
CPT0000790001
Normal
0.0
CPT0092740003
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0014130001
Normal
0.0
CPT0088780001
Normal
0.0
CPT0012090003
Normal
0.0
CPT0069190001
Normal
0.0
CPT0012370003
Tumor
0.0
CPT0079300001
Normal
0.0
CPT0088710001
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0001230001
Normal
0.0
CPT0010110003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0020130001
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0007470001
Normal
0.0
CPT0088690003
Tumor
0.0
CPT0012670003
Tumor
0.0
CPT0088920001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0086890003
Normal
0.0
CPT0078840001
Normal
0.0
CPT0066520001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0077500001
Normal
0.0
CPT0011410003
Tumor
0.0
CPT0023350003
Tumor
0.0
CPT0088480003
Tumor
0.0
CPT0014350001
Normal
0.0
CPT0019990003
Tumor
0.0
CPT0088760003
Tumor
0.0
CPT0025060001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0088630003
Tumor
0.0
CPT0012280003
Tumor
0.0
CPT0088640003
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0007860003
Tumor
0.0
CPT0081620001
Normal
-0.1
CPT0088500001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0089480003
Normal
-0.1
CPT0079380003
Tumor
-0.1
CPT0025350003
Tumor
-0.1
CPT0025920001
Normal
-0.1
CPT0063630003
Tumor
-0.1
CPT0092800003
Normal
-0.1
CPT0071150004
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0081990003
Tumor
-0.1
CPT0063330001
Normal
-0.1
CPT0079180003
Tumor
-0.1
CPT0089040001
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0081880003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0078830003
Tumor
-0.1
CPT0009060003
Tumor
-0.1
CPT0065870003
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0006900003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0086370003
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0025230003
Tumor
-0.1
CPT0001510001
Normal
-0.1
CPT0025580004
Tumor
-0.1
CPT0065750003
Tumor
-0.1
CPT0000870016
Tumor
-0.2
CPT0002350011
Tumor
-0.2
CPT0079270003
Tumor
-0.2
CPT0086030003
Tumor
-0.2
CPT0065820001
Normal
-0.2
CPT0023360001
Normal
-0.2
CPT0086870003
Tumor
-0.2
CPT0085670003
Tumor
-0.2
CPT0014370004
Tumor
-0.2
CPT0084560003
Tumor
-0.2
CPT0076330003
Tumor
-0.2
CPT0001220008
Tumor
-0.2
CPT0025110003
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0015730003
Tumor
-0.2
CPT0025050003
Tumor
-0.2
CPT0078660003
Tumor
-0.2
CPT0025880003
Tumor
-0.3
CPT0007320003
Tumor
-0.3
CPT0020120003
Tumor
-0.3
CPT0015910003
Tumor
-0.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.