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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.
SMAD1 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
16.6
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
38.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
37.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
33.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
33.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
32.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
31.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
30.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
28.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
27.3
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
27.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
25.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
24.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
23.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
21.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
21.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
20.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
20.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
20.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
19.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
19.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
18.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
18.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
18.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
17.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
16.8
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
15.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
15.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
15.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
15.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
15.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
15.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
14.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
14.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
14.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
14.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
14.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
14.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
13.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
13.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
12.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
12.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
12.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
11.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
11.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
10.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
10.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
10.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
10.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
10.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
10.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
9.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
9.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
9.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
9.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
8.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
8.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
6.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
6.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
6.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
6.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
6.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SMAD1 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
13.4
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
60.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
50.3
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
45.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
42.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
40.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
40.8
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
40.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
38.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
37.4
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
36.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
36.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
35.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
35.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
34.9
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
34.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
34.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
33.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
33.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
33.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
32.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
31.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
31.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
31.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
30.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
30.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
30.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
30.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
29.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
29.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
28.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
28.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
28.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
27.4
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
27.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
27.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
27.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
27.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
26.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
26.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
26.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
26.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
25.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
25.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
25.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
25.2
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
24.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
24.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
24.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
23.9
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
23.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
23.7
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
23.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
23.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
23.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
23.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
22.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
22.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
22.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
22.0
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
21.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
21.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
21.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
20.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
20.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
20.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
20.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
20.6
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
20.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
20.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
20.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
20.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
20.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
19.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
19.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
19.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
19.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
19.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
19.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
19.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
19.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
19.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
19.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
19.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
19.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
19.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
19.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
19.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
19.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
19.0
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
18.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
18.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
18.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
18.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
18.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
18.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
18.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
18.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
18.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
18.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
18.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
17.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
17.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
17.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
17.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
17.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
17.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
17.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
17.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
17.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
17.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
17.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
17.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
17.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
17.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
17.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
17.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
16.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
16.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
16.9
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
16.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
16.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
16.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
16.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
16.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
16.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
16.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
16.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
16.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
16.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
16.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
16.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
16.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
16.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
16.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
16.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
16.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
15.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
15.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
15.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
15.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
15.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
15.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
15.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
15.7
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
15.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
15.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
15.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
15.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
15.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
15.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
15.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
15.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
15.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
15.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
15.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
15.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
15.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
15.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
15.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
15.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
15.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
15.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
15.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
15.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
14.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
14.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
14.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
14.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
14.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
14.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
14.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
14.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
14.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
14.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
14.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
14.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
14.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
14.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
14.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
14.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
14.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
14.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
14.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
14.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
13.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
13.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
13.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
13.8
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
13.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
13.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
13.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
13.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
13.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
13.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
13.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
13.6
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
13.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
13.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
13.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
13.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
13.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
13.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
13.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
13.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
13.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
13.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
13.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
13.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
13.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
12.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
12.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
12.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
12.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
12.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
12.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
12.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
12.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
12.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
12.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
12.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
12.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
12.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
12.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
12.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
12.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
12.5
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
12.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
12.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
12.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
12.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
12.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
12.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
12.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
12.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
12.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
12.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
12.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
12.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
12.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
12.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
12.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
12.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
12.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
11.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
11.9
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
11.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
11.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
11.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
11.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
11.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
11.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
11.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
11.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
11.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
11.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
11.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
11.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
11.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
11.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
11.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
11.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
11.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
11.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.5
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
11.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
11.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
11.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
11.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
11.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
11.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
11.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
11.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
11.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
11.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
11.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
11.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
11.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
11.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
11.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
11.0
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
10.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
10.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
10.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
10.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
10.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
10.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
10.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
10.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
10.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
10.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
10.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
10.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
10.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
10.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
10.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
10.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
10.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
10.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
10.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
10.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
10.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
10.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
10.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
10.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
10.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
10.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
10.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
10.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
10.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
10.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
10.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
10.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
10.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
10.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
10.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
10.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
10.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
10.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
9.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
9.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
9.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
9.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
9.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
9.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
9.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
9.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
9.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
9.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
9.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
9.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
9.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
9.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
9.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
9.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
9.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
9.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
9.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
9.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
9.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
9.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
9.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
9.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
9.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
9.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
9.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
9.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
9.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
9.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
9.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
9.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
9.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
9.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
9.2
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
9.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
9.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
9.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
9.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
9.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
9.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
9.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
8.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
8.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
8.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
8.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
8.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
8.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
8.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
8.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
8.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
8.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
8.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
8.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
8.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
8.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
8.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
8.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
8.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
8.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
8.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
8.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
8.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
8.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
8.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
8.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
8.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
8.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
8.0
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
7.9
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
7.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
7.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
7.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
7.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
7.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
7.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
7.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
7.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
7.7
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
7.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
7.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
7.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
7.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
7.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
7.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
7.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
7.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
7.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
7.3
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
7.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
7.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
7.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
7.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
7.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
7.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
7.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
7.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
7.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
7.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
7.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
7.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
7.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
7.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
7.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
7.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
6.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
6.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
6.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
6.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
6.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
6.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
6.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
6.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
6.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
6.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
6.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
6.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
6.4
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
6.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
6.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
6.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
6.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
6.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
6.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
6.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
5.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
5.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
5.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
5.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
5.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
5.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
5.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
5.7
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
5.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
5.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
5.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
5.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
5.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
5.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
5.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
5.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
5.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
5.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
5.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
5.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
5.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
5.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
4.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
4.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
4.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
4.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
4.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
4.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
4.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
4.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
4.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
4.4
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
4.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
4.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
4.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
4.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
4.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
4.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
4.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
3.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
3.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
3.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
3.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
3.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
3.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
3.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.4
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
3.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
3.3
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
3.3
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
3.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
3.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
2.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
1.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 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.
SMAD1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
16.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
133.1
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
48.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
32.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
29.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
28.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
27.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
26.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
26.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
25.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
25.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
25.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
24.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
24.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
24.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
24.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
23.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
22.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
22.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
21.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
21.5
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
20.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
19.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
19.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
18.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
18.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
18.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
17.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
17.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
17.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
17.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
17.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
17.5
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
17.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
17.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
17.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
17.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
17.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
17.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
16.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
15.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
15.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
15.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
15.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
15.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
15.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
14.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
14.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
14.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
14.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
14.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
14.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
14.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
13.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
13.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
13.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
13.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
13.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
12.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
12.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
12.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
12.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
12.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
12.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
12.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
12.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
11.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
11.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
11.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
10.9
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
10.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
10.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
10.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
10.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
10.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
10.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
9.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
9.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
9.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
9.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
8.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
8.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
8.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
8.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
8.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
8.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
7.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
7.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
7.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
7.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
7.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
6.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
5.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
5.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
5.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
4.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
4.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
3.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
3.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
SMAD1 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
10.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
41.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
34.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
33.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
30.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
29.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
29.4
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
29.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
26.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
25.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
23.1
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
22.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
21.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
21.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
21.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
21.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
20.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
20.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
20.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
19.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
19.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
19.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
19.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
19.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
18.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
18.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
18.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
18.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
17.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
17.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
17.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
17.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
17.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
17.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
17.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
17.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
17.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
17.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
17.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
16.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
16.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
16.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
16.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
16.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
15.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
15.9
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
15.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
15.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
15.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
15.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
15.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
15.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
15.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
14.9
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
14.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
14.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
14.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
14.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
14.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
14.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
14.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
14.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
14.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
14.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
13.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
13.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
13.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
13.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
13.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
13.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
13.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
12.9
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
12.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
12.9
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
12.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
12.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
12.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
12.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
12.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
12.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
12.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
12.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
12.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
12.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
12.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
12.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
11.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
11.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
11.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
11.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
11.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
11.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
11.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
11.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
11.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
11.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
11.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
11.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
11.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
10.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
10.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
10.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
10.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
10.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
10.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
10.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
10.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
10.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
10.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
10.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
10.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
10.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
10.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
10.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
10.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
10.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
10.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
9.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
9.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
9.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
9.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
9.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
9.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
9.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
9.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
9.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
9.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
9.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
9.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
9.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
9.1
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
9.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
9.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
8.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
8.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
8.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
8.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
8.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
8.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
8.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
8.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
8.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
8.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
8.4
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
8.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
8.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
8.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
8.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
8.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
8.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
8.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
8.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
8.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
8.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
8.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
8.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
8.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
8.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
8.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
7.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
7.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
7.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
7.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
7.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
7.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
7.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
7.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
7.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
7.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
7.5
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
7.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
7.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
7.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
7.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
7.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
7.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
7.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
7.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.2
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
7.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
7.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
7.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
7.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
7.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
6.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
6.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
6.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
6.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
6.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
6.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
6.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
6.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
6.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
6.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
6.5
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
6.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
6.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
6.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
6.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
6.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
6.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
6.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
6.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
6.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
6.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
6.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
6.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
6.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
6.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
5.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
5.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
5.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
5.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
5.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
5.6
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
5.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
5.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
5.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
5.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
5.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
5.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
5.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
5.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
4.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
4.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
4.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
4.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
4.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
4.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
4.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
4.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
4.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
4.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
4.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
4.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
4.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
4.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
4.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
3.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
3.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
3.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
3.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
3.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
3.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
3.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
3.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
3.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
3.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
3.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
3.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
3.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
3.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
3.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
3.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
3.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
3.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
2.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
2.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
2.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
2.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
2.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
2.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
2.1
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
2.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
1.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
1.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
1.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
1.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
1.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
1.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.8
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.6
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
