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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.
NUDT1 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
21.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
68.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
49.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
46.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
40.2
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
38.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
36.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
36.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
36.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
34.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
32.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
31.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
29.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
27.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
26.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
26.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
25.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
25.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
24.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
24.6
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
24.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
24.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
24.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
23.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
23.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
23.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
22.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
22.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
22.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
21.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
21.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
21.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
21.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
19.5
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
19.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
18.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
17.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
16.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
16.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
16.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
16.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
15.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
15.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
15.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
15.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
14.3
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
13.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
13.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
12.9
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
11.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
10.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
10.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
10.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
9.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
9.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
9.5
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
9.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
9.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
7.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
7.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
6.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
6.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
5.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 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.
NUDT1 is validated prognostic, high expression is unfavorable 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
19.4
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
82.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
69.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
57.9
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
53.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
52.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
50.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
49.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
49.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
48.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
47.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
46.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
45.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
43.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
43.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
41.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
41.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
40.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
40.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
38.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
37.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
37.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
36.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
36.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
35.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
35.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
35.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
35.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
34.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
34.5
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
34.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
34.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
34.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
33.8
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
33.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
33.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
33.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
32.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
32.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
31.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
31.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
31.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
31.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
31.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
31.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
31.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
31.5
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
31.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
30.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
30.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
30.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
30.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
30.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
30.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
30.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
30.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
29.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
29.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
29.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
28.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
28.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
28.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
28.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
28.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
28.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
28.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
28.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
28.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
27.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
27.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
27.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
27.5
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
27.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
27.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
27.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
27.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
27.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
27.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
27.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
26.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
26.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
26.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
26.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
26.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
26.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
25.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
25.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
25.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
25.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
25.3
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
25.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
25.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
25.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
24.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
24.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
24.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
24.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
24.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
24.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
23.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
23.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
23.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
23.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
23.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
23.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
23.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
23.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
23.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
23.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
23.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
23.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
22.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
22.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
22.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
22.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
22.7
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
22.7
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
22.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
22.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
22.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
22.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
22.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
22.5
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
22.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
22.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
22.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
22.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
22.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
22.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
22.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
22.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
22.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
22.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
22.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
22.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
22.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
22.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
22.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
21.9
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
21.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
21.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
21.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
21.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
21.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
21.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
21.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
21.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
21.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
21.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
21.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
21.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
21.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
21.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
21.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
21.1
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
21.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
20.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
20.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
20.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
20.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
20.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
20.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
20.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
20.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
20.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
20.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
20.7
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
20.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
20.6
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
20.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
20.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
20.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
20.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
20.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
20.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
20.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
20.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
20.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
20.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
20.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
20.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
20.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
20.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
19.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
19.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
19.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
19.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
19.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
19.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
19.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
19.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
19.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
19.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
19.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
19.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
19.5
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
19.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
19.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
19.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
19.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
19.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
19.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
19.2
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
19.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
19.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
19.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
19.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
19.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
19.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
19.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
18.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
18.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
18.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
18.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
18.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
18.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
18.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
18.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
18.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
18.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
18.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
18.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
18.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
18.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
18.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
18.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
18.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
18.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
18.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
18.5
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
18.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
18.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
18.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
18.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
18.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
18.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
18.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
18.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
18.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
18.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
18.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
18.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
18.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
18.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
18.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
18.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
18.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
17.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
17.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
17.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
17.8
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
17.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
17.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
17.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
17.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
17.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
17.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
17.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
17.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
17.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
17.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
17.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
17.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
17.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
17.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
17.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
17.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
17.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
17.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
17.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
17.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
17.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
17.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
16.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
16.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
16.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
16.9
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
16.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
16.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
16.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
16.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
16.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
16.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
16.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
16.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
16.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
16.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
16.7
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
16.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
16.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
16.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
16.4
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
16.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
16.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
16.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
16.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
16.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
16.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
16.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
16.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
16.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
16.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
16.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
16.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
16.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
16.2
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
16.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
16.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
16.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
16.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
16.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
16.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
16.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
16.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
15.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
15.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
15.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
15.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
15.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
15.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
15.8
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
15.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
15.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
15.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
15.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
15.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
15.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
15.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
15.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
15.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
15.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
15.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
15.5
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
15.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
15.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
15.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
15.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
15.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
15.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
15.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
15.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
15.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
15.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
15.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
15.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
15.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
15.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
15.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
15.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
15.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
15.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
14.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
14.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
14.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
14.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
14.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
14.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
14.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
14.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
14.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
14.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
14.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
14.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
14.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
14.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
14.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
14.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
14.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
14.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
14.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
14.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
14.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
14.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
14.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
14.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
14.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
14.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
14.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
14.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
14.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
14.4
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
14.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
14.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
14.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
14.3
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
14.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
14.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
14.3
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
14.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
14.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
14.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
14.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
14.1
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
14.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
14.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
14.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
14.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
14.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
13.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
13.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
13.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
13.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
13.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
13.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
13.8
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
13.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
13.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
13.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
13.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
13.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
13.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
13.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
13.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
13.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
13.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
13.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
13.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
13.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
13.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
13.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
13.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
13.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
13.1
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
13.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
13.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
13.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
13.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
12.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
12.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
12.8
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
12.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
12.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
12.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
12.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
12.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
12.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
12.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
12.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
12.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
12.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
12.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
12.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
12.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
12.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
12.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
12.1
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
12.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
12.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
12.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
11.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
11.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
11.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
11.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
11.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
11.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
11.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
11.7
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
11.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
11.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
11.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
11.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
11.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
11.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
11.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
11.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
11.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
11.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
11.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
11.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
11.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
11.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
11.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
11.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
11.0
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
11.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
10.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
10.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
10.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
10.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
10.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
10.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
10.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
10.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
10.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
10.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
10.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
10.2
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
10.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
9.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
9.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
9.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
9.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
9.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
8.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
8.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
8.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
8.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
8.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
7.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
7.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
7.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
7.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
6.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
4.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
4.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
4.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
4.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
3.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
NUDT1 is validated prognostic, high expression is unfavorable 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
19.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
61.0
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
52.9
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
42.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
40.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
37.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
37.0
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
36.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
36.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
35.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
33.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
33.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
29.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
29.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
28.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
27.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
26.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
25.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
24.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
23.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
23.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
22.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
22.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
22.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
22.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
22.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
22.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
21.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
20.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
20.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
20.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
19.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
19.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
19.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
19.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
18.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
18.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
18.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
18.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
17.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
17.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
17.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
17.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
17.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
17.3
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
17.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
17.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
17.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
17.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
17.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
16.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
16.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
16.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
16.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
16.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
16.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
16.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
16.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
16.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
15.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
15.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
15.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
15.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
14.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
14.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
14.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
14.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
14.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
14.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
14.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
14.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
13.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
13.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
13.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
13.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
13.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
12.9
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
12.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
12.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
12.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
12.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
12.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
11.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
11.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
11.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
11.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
11.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
11.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
10.4
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
10.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
10.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
9.8
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
9.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
9.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
9.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
9.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
4.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 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.
NUDT1 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
27.5
Number of samples
282
Samples
Sample
Description
TPM
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
109.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
106.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
89.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
88.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
79.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
75.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
75.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
73.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
72.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
68.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
67.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
67.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
66.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
63.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
63.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
63.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
61.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
60.8
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
60.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
59.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
57.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
55.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
55.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
53.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
51.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
51.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
51.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
49.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
49.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
48.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
48.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
48.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
47.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
45.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
44.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
44.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
44.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
44.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
43.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
43.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
41.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
40.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
39.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
39.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
38.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
38.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
38.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
37.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
37.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
37.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
37.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
37.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
37.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
37.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
36.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
36.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
36.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
36.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
35.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
35.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
34.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
34.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
34.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
34.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
34.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
33.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
33.7
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
33.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
33.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
33.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
33.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
33.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
33.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
32.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
32.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
32.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
32.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
32.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
31.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
31.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
31.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
31.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
31.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
31.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
31.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
30.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
30.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
30.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
30.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
30.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
29.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
29.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
29.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
28.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
28.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
28.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
28.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
28.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
28.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
28.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
28.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
28.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
28.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
28.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
28.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
28.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
28.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
27.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
27.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
27.8
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
27.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
27.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
27.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
27.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
27.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
27.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
27.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
27.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
26.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
26.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
26.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
26.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
26.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
26.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
25.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
25.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
25.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
25.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
25.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
24.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
24.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
24.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
24.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
24.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
24.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
24.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
23.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
23.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
23.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
23.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
23.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
23.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
22.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
22.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
22.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
22.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
22.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
22.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
22.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
22.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
22.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
22.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
22.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
22.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
22.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
22.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
21.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
21.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
21.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
21.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
21.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
21.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
21.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
21.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
21.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
21.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
21.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
20.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
20.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
20.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
20.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
20.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
20.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
20.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
20.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
20.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
20.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
20.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
19.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
19.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
19.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
19.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
19.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
19.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
19.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
19.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
19.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
19.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
19.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
19.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
18.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
18.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
18.5
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
18.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
18.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
18.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
18.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
18.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
18.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
18.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
17.7
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
17.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
17.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
17.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
17.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
17.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
17.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
16.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
16.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
16.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
16.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
15.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
15.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
15.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
15.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
15.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
15.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
15.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
15.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
15.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
15.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
14.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
14.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
14.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
14.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
14.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
14.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
14.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
14.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
14.2
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
14.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
13.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
13.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
13.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
13.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
13.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
13.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
13.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
13.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
13.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
13.1
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
13.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
13.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
12.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
12.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
12.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
12.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
12.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
12.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
11.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
11.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
11.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
11.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
11.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
11.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
11.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
10.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
10.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
10.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
10.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
10.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
10.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
10.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
9.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
9.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
9.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
9.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
8.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
7.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
7.0
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
6.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
6.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
5.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
5.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
2.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001340003
Tumor
1.8
CPT0084560003
Tumor
1.1
CPT0001260009
Tumor
0.9
CPT0086950003
Tumor
0.9
CPT0021240003
Tumor
0.9
CPT0017850003
Tumor
0.8
CPT0078510003
Tumor
0.8
CPT0076330003
Tumor
0.8
CPT0078660003
Tumor
0.8
CPT0012180003
Tumor
0.8
CPT0081880003
Tumor
0.8
CPT0007860003
Tumor
0.7
CPT0063630003
Tumor
0.7
CPT0014450004
Tumor
0.7
CPT0012670003
Tumor
0.7
CPT0023350003
Tumor
0.7
CPT0066480003
Tumor
0.7
CPT0010160003
Tumor
0.7
CPT0079410003
Tumor
0.7
CPT0089460004
Tumor
0.6
CPT0011410003
Tumor
0.6
CPT0015810003
Tumor
0.6
CPT0025880003
Tumor
0.6
CPT0065690003
Tumor
0.6
CPT0025050003
Tumor
0.5
CPT0025580004
Tumor
0.5
CPT0012550003
Tumor
0.5
CPT0015910003
Tumor
0.5
CPT0025290003
Tumor
0.5
CPT0075560003
Tumor
0.5
CPT0064370003
Tumor
0.5
CPT0092290003
Tumor
0.5
CPT0088690003
Tumor
0.5
CPT0012280003
Tumor
0.5
CPT0075130003
Tumor
0.5
CPT0077310003
Tumor
0.5
CPT0088550004
Tumor
0.5
CPT0066470004
Tumor
0.5
CPT0020120003
Tumor
0.5
CPT0001500009
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0077110003
Tumor
0.4
CPT0089020003
Tumor
0.4
CPT0081600003
Tumor
0.4
CPT0011240003
Tumor
0.4
CPT0012080003
Tumor
0.4
CPT0024670003
Tumor
0.4
CPT0006900003
Tumor
0.4
CPT0025230003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0092790003
Tumor
0.4
CPT0079180003
Tumor
0.4
CPT0019990003
Tumor
0.4
CPT0065870003
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0023690003
Tumor
0.3
CPT0063320003
Tumor
0.3
CPT0006440003
Tumor
0.3
CPT0087040003
Tumor
0.3
CPT0012900004
Tumor
0.3
CPT0075720003
Tumor
0.3
CPT0014370004
Tumor
0.3
CPT0086360003
Tumor
0.3
CPT0092730003
Tumor
0.3
CPT0006630003
Tumor
0.3
CPT0065430003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0000640003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0002350011
Tumor
0.3
CPT0086030003
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0081990003
Tumor
0.3
CPT0079380003
Tumor
0.3
CPT0009000003
Tumor
0.3
CPT0017410003
Tumor
0.3
CPT0065810003
Tumor
0.2
CPT0086820003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0088760003
Tumor
0.2
CPT0069160003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0010110003
Tumor
0.1
CPT0012370003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0025350003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0092190003
Normal
0.1
CPT0065750003
Tumor
0.1
CPT0085670003
Tumor
0.0
CPT0014470001
Normal
0.0
CPT0009060003
Tumor
0.0
CPT0007320003
Tumor
0.0
CPT0088480003
Tumor
0.0
CPT0079270003
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0010120001
Normal
0.0
CPT0078990003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0071150004
Tumor
0.0
CPT0087050003
Normal
0.0
CPT0019130003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0014160003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0025170003
Tumor
0.0
CPT0084590001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0088900003
Tumor
-0.1
CPT0025110003
Tumor
-0.1
CPT0024680001
Normal
-0.1
CPT0086870003
Tumor
-0.1
CPT0023710001
Normal
-0.1
CPT0001180009
Tumor
-0.1
CPT0000890001
Normal
-0.1
CPT0000870016
Tumor
-0.1
CPT0092800003
Normal
-0.1
CPT0012920003
Normal
-0.2
CPT0019160001
Normal
-0.2
CPT0088570001
Normal
-0.2
CPT0079480003
Tumor
-0.2
CPT0092310003
Normal
-0.2
CPT0010170001
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0014350001
Normal
-0.2
CPT0002270011
Tumor
-0.2
CPT0000660001
Normal
-0.2
CPT0078830003
Tumor
-0.2
CPT0082010001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0079300001
Normal
-0.2
CPT0025060001
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0012290003
Normal
-0.2
CPT0069190001
Normal
-0.2
CPT0012640003
Normal
-0.3
CPT0009020003
Normal
-0.3
CPT0081620001
Normal
-0.3
CPT0023360001
Normal
-0.3
CPT0075570001
Normal
-0.3
CPT0064400001
Normal
-0.3
CPT0063330001
Normal
-0.3
CPT0077500001
Normal
-0.3
CPT0018250001
Normal
-0.3
CPT0078840001
Normal
-0.3
CPT0007470001
Normal
-0.3
CPT0063640001
Normal
-0.3
CPT0012570003
Normal
-0.3
CPT0009080003
Normal
-0.3
CPT0075170001
Normal
-0.3
CPT0078670001
Normal
-0.3
CPT0025610001
Normal
-0.3
CPT0089040001
Normal
-0.3
CPT0078800003
Tumor
-0.4
CPT0006730001
Normal
-0.4
CPT0007870001
Normal
-0.4
CPT0001550001
Normal
-0.4
CPT0013790003
Normal
-0.4
CPT0001230001
Normal
-0.4
CPT0078530001
Normal
-0.4
CPT0086370003
Normal
-0.4
CPT0069010001
Normal
-0.4
CPT0077140001
Normal
-0.4
CPT0066430001
Normal
-0.4
CPT0065820001
Normal
-0.4
CPT0066520001
Normal
-0.4
CPT0088920001
Normal
-0.4
CPT0025920001
Normal
-0.4
CPT0089480003
Normal
-0.4
CPT0006950001
Normal
-0.4
CPT0026420001
Normal
-0.4
CPT0092740003
Normal
-0.4
CPT0086830003
Normal
-0.4
CPT0006530001
Normal
-0.5
CPT0079000001
Normal
-0.5
CPT0017450001
Normal
-0.5
CPT0079430001
Normal
-0.5
CPT0012090003
Normal
-0.5
CPT0001510001
Normal
-0.5
CPT0086890003
Normal
-0.5
CPT0065450001
Normal
-0.5
CPT0001190001
Normal
-0.5
CPT0020020001
Normal
-0.5
CPT0020130001
Normal
-0.6
CPT0014130001
Normal
-0.6
CPT0012770003
Normal
-0.6
CPT0088640003
Normal
-0.6
CPT0076350001
Normal
-0.6
CPT0088500001
Normal
-0.7
CPT0088970003
Tumor
-0.7
CPT0001350001
Normal
-0.8
CPT0000790001
Normal
-1.1
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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.