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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.
TOB1 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
24.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
77.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
66.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
50.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
46.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
44.2
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
42.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
38.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
36.8
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
36.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
33.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
32.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
32.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
32.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
31.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
31.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
31.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
30.9
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
30.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
28.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
27.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
27.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
27.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
25.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
25.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
25.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
24.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
23.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
23.6
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
23.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
22.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
22.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
22.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
22.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
21.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
21.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
21.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
20.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
20.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
19.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
19.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
18.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
18.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
17.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
17.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
17.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
17.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
16.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
16.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
16.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
15.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
15.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
15.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
15.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
15.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
14.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
13.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
13.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
12.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
12.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
12.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
12.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
11.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
11.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 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.
TOB1 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
40.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
221.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
209.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
162.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
154.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
132.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
126.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
123.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
118.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
115.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
114.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
113.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
106.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
106.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
104.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
103.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
102.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
100.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
95.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
95.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
95.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
94.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
93.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
93.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
93.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
92.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
91.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
91.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
88.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
87.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
86.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
85.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
85.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
85.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
84.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
84.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
84.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
83.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
82.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
80.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
80.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
79.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
79.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
77.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
77.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
77.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
74.8
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
73.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
73.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
73.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
72.7
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
72.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
71.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
69.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
68.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
68.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
67.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
67.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
66.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
66.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
66.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
65.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
65.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
65.6
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
65.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
64.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
64.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
64.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
64.1
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
63.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
63.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
63.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
61.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
61.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
61.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
61.2
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
60.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
60.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
59.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
58.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
58.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
57.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
57.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
57.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
56.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
56.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
56.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
56.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
56.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
55.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
55.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
55.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
55.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
54.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
54.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
54.8
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
54.7
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
54.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
54.3
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
54.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
53.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
53.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
53.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
53.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
53.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
53.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
53.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
52.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
52.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
52.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
52.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
52.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
52.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
52.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
52.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
51.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
51.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
51.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
51.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
51.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
51.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
51.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
50.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
50.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
50.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
50.2
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
50.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
49.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
49.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
49.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
49.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
49.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
49.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
49.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
49.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
49.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
49.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
49.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
48.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
48.8
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
48.6
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
48.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
48.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
48.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
48.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
48.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
48.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
47.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
47.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
47.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
47.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
46.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
46.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
46.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
46.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
46.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
46.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
46.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
46.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
46.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
46.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
46.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
45.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
45.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
45.5
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
45.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
45.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
45.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
44.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
44.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
44.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
44.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
44.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
44.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
44.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
44.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
44.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
44.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
44.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
44.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
44.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
44.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
44.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
43.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
43.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
43.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
43.4
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
43.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
43.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
42.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
42.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
42.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
42.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
42.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
42.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
42.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
42.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
41.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
41.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
41.8
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
41.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
41.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
41.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
41.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
41.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
41.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
41.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
41.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
41.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
40.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
40.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
40.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
40.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
40.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
40.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
40.2
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
40.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
40.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
39.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
39.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
39.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
39.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
39.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
39.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
39.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
39.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
39.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
39.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
39.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
39.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
38.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
38.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
38.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
38.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
38.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
38.3
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
38.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
38.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
38.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
38.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
37.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
37.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
37.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
37.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
37.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
37.3
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
37.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
37.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
36.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
36.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
36.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
35.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
35.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
35.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
35.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
35.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
35.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
35.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
35.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
35.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
35.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
35.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
35.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
35.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
35.2
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
35.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
35.2
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
35.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
35.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
34.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
34.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
34.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
34.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
34.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
34.2
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
33.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
33.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
33.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
33.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
33.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
33.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
33.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
33.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
33.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
33.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
33.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
33.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
33.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
33.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
33.0
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
32.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
32.8
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
32.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
32.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
32.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
32.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
32.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
32.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
32.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
32.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
32.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
31.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
31.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
31.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
31.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
31.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
31.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
31.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
31.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
31.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
31.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
31.1
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
31.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
31.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
31.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
31.0
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
31.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
30.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
30.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
30.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
30.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
30.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
30.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
30.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
29.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
29.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
29.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
29.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
29.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
29.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
29.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
29.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
29.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
29.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
29.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
29.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
29.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
28.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
28.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
28.7
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
28.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
28.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
28.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
28.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
28.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
27.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
27.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
27.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
27.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
27.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
27.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
27.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
27.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
27.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
27.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
27.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
27.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
27.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
27.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
27.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
27.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
26.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
26.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
26.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
26.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
26.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
26.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
26.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
26.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
26.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
26.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
26.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
26.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
26.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
25.8
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
25.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
25.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
25.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
25.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
25.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
25.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
25.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
25.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
25.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
25.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
25.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
25.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
25.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
25.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
24.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
24.7
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
24.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
24.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
24.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
24.5
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
24.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
24.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
24.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
24.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
24.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
24.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
24.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
24.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
24.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
24.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
24.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
24.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
24.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
23.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
23.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
23.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
23.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
23.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
23.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
23.1
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
23.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
23.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
23.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
22.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
22.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
22.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
22.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
22.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
22.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
22.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
22.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
22.1
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
21.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
21.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
21.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
21.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
21.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
21.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
21.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
21.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
20.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
20.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
20.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
20.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
19.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
19.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
19.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
19.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
19.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
19.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
19.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
19.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
19.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
19.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
18.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
18.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
18.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
18.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
18.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
18.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
18.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
18.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
18.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
18.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
17.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
17.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
17.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
17.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
17.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
17.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
17.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
17.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
16.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
16.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
16.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
16.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
16.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
16.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
16.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
16.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
16.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
15.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
15.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
15.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.2
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
15.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
14.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
14.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
14.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
14.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
14.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
14.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
13.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
13.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
13.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
13.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
13.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
13.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
13.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
13.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
13.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
12.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
12.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
12.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
12.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
12.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
12.4
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
12.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
12.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
12.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
11.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
11.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
10.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
9.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
9.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
9.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
9.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
9.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
8.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
7.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
7.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
5.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 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.
TOB1 is validated prognostic, high expression is favorable 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
44.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
93.4
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
91.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
90.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
90.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
88.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
86.8
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
84.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
84.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
83.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
82.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
82.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
75.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
75.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
66.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
63.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
62.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
62.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
62.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
60.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
59.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
58.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
58.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
58.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
57.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
57.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
57.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
56.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
54.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
54.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
53.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
53.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
52.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
52.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
52.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
51.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
50.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
49.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
48.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
47.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
47.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
46.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
45.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
45.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
42.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
39.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
39.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
39.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
39.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
38.6
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
38.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
38.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
38.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
38.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
37.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
37.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
36.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
36.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
36.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
35.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
34.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
33.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
33.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
33.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
32.9
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
32.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
32.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
32.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
32.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
32.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
31.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
31.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
31.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
30.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
30.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
29.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
29.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
29.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
28.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
28.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
28.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
28.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
27.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
27.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
25.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
25.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
24.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
24.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
22.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
22.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
21.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
19.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
17.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
17.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
16.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
14.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
12.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
12.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TOB1 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
77.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
377.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
361.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
288.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
270.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
264.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
258.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
242.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
235.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
205.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
193.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
191.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
189.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
186.6
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
174.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
173.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
170.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
166.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
166.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
166.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
163.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
157.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
155.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
154.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
153.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
150.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
150.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
150.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
149.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
145.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
144.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
143.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
143.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
139.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
134.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
134.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
134.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
133.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
131.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
129.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
122.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
121.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
121.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
118.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
116.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
115.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
114.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
113.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
112.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
111.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
110.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
110.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
110.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
108.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
107.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
106.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
105.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
104.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
104.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
103.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
102.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
101.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
101.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
99.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
99.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
99.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
98.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
98.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
97.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
97.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
96.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
95.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
95.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
94.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
94.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
93.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
93.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
93.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
92.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
92.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
91.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
91.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
90.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
90.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
88.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
86.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
86.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
86.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
86.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
85.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
85.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
85.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
85.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
84.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
84.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
84.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
83.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
83.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
82.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
82.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
81.6
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
81.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
80.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
80.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
79.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
79.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
78.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
78.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
78.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
77.9
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
77.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
75.9
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
75.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
74.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
74.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
74.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
74.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
73.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
72.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
72.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
72.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
72.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
71.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
71.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
70.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
70.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
70.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
70.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
70.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
69.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
69.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
69.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
69.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
67.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
67.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
67.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
66.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
66.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
66.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
65.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
65.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
65.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
64.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
64.4
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
64.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
64.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
63.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
63.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
63.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
63.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
63.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
62.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
62.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
62.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
62.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
62.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
61.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
61.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
60.9
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
60.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
60.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
59.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
58.5
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
57.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
57.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
57.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
57.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
56.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
56.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
55.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
55.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
54.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
54.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
54.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
54.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
54.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
53.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
53.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
52.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
52.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
51.6
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
51.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
49.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
49.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
48.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
48.7
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
48.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
48.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
48.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
47.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
47.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
47.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
47.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
47.4
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
46.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
46.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
46.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
46.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
46.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
46.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
46.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
45.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
44.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
44.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
43.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
43.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
43.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
42.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
42.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
41.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
41.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
41.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
41.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
40.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
39.9
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
39.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
39.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
39.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
38.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
38.3
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
38.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
38.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
38.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
38.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
37.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
36.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
36.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
36.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
36.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
35.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
35.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
35.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
34.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
34.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
34.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
34.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
33.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
33.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
33.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
32.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
32.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
31.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
31.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
31.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
30.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
30.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
30.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
29.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
29.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
29.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
29.1
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
26.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
24.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
24.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
23.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
23.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
23.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
23.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
22.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
22.2
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
21.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
21.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
21.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
20.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
20.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
19.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
19.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
18.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
18.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
18.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
16.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
15.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
13.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
13.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
12.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
12.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
12.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
11.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
10.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
9.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
8.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
7.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
4.5
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
