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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.
WAC 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
12.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
42.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
39.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
38.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
37.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
31.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
28.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
25.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
24.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
23.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
23.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
21.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
20.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
19.0
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
18.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
16.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
15.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
14.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
14.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
13.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
13.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
12.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
12.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
12.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
12.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
12.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
11.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
11.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
11.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
11.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
11.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
10.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
10.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
10.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
8.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
8.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
8.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
8.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
7.7
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
7.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
6.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
6.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
6.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
5.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
5.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
5.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
5.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
5.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
5.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
3.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
3.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
2.5
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
2.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
1.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
1.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
1.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
1.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
1.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
1.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
1.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
1.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
WAC is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
23.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
73.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
65.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
63.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
60.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
60.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
58.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
58.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
56.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
56.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
54.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
53.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
53.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
52.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
51.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
51.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
51.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
51.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
50.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
50.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
50.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
49.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
49.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
49.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
49.3
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
49.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
49.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
49.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
48.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
48.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
48.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
48.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
48.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
48.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
48.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
48.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
47.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
47.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
47.4
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
47.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
46.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
46.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
46.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
46.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
46.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
45.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
45.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
45.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
45.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
45.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
44.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
44.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
43.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
43.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
43.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
43.6
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
43.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
43.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
43.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
43.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
42.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
42.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
42.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
42.3
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
42.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
42.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
42.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
42.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
41.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
41.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
41.4
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
41.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
40.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
40.7
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
40.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
40.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
40.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
40.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
39.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
39.9
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
39.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
39.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
39.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
39.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
38.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
38.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
38.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
38.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
38.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
38.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
38.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
38.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
38.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
38.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
38.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
37.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
37.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
37.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
37.8
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
37.8
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
37.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
37.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
37.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
37.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
37.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
37.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
37.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
37.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
37.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
36.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
36.6
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
36.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
36.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
36.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
36.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
36.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
36.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
36.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
35.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
35.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
35.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
35.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
35.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
35.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
35.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
35.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
35.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
34.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
34.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
34.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
34.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
34.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
34.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
33.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
33.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
33.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
33.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
33.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
33.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
33.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
33.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
32.9
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
32.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
32.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
32.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
32.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
32.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
32.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
32.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
32.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
32.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
32.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
32.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
32.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
32.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
31.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
31.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
31.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
31.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
31.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
31.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
31.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
31.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
31.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
31.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
31.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
30.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
30.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
30.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
30.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
30.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
30.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
30.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
30.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
30.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
30.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
30.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
30.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
29.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
29.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
29.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
29.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
29.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
29.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
29.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
29.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
29.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
29.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
29.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
29.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
29.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
28.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
28.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
28.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
28.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
28.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
28.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
28.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
28.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
28.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
28.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
28.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
28.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
28.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
28.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
28.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
27.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
27.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
27.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
27.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
27.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
27.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
27.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
27.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
27.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
27.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
27.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
27.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
26.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
26.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
26.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
26.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
26.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
26.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
26.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
26.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
26.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
25.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
25.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
25.7
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
25.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
25.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
25.4
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
25.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
25.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
25.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
24.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
24.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
24.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
24.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
24.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
24.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
24.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
24.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
24.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
23.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
23.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
23.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
23.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
23.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
23.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
23.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
23.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
23.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
23.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
22.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
22.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
22.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
22.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
22.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
22.7
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
22.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
22.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
22.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
22.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
22.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
22.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
22.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
22.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
22.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
21.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
21.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
21.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
21.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
21.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
21.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
21.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
21.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
21.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
20.8
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
20.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
20.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
20.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
20.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
20.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
20.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
20.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
19.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
19.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
19.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
19.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
19.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
19.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
19.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
18.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
18.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
18.8
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
18.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
18.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
18.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
18.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
18.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
18.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
18.5
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
18.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
18.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
18.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
18.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
18.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
18.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
18.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
18.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
18.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
17.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
17.9
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
17.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
17.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
17.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
17.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
17.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
17.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
17.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
17.1
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
17.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
16.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
16.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
16.9
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
16.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
16.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
16.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
16.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
16.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
16.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
16.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
16.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
16.3
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
16.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
16.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
16.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
16.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
15.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
15.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
15.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
15.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
15.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
15.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
15.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
15.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
15.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
15.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
14.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
14.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
14.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
14.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
14.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
14.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
14.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
14.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
14.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
13.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
13.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
13.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
13.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
13.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
13.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
13.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
13.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
13.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
13.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
13.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
13.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
13.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
12.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
12.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
12.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
12.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
12.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
12.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
12.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
12.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
12.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
12.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
12.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
12.0
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
11.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
11.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
11.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
11.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
11.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
11.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
11.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
11.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
11.1
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
11.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
10.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
10.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
10.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
10.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
10.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
10.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
10.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
10.1
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
10.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
10.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
9.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
9.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
9.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
9.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
9.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
9.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
9.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
9.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
8.7
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
8.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
8.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
8.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
8.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
8.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
8.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
8.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
8.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
7.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
7.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
7.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
7.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
7.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
7.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
7.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
7.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
7.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
7.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
6.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
6.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
6.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
6.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
6.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
6.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
6.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
6.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
6.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
6.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
6.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
6.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
5.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
5.6
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
5.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
5.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
5.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
5.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
5.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
5.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
5.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
5.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
4.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
4.6
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
4.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
4.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
4.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
4.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
3.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
3.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
3.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
3.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
3.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
3.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
3.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
3.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
3.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
3.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
3.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
3.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
3.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
3.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
3.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
3.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
3.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
3.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
3.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
3.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
3.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
3.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
3.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
2.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
2.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
2.8
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
2.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
2.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
2.6
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
2.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
2.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
2.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
2.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
2.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
2.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
2.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
2.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
2.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
1.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
1.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
1.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
1.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
1.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
1.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
0.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
0.9
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
WAC is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
43.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
80.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
76.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
74.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
73.3
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
73.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
72.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
68.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
68.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
68.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
68.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
68.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
67.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
67.1
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
66.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
66.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
64.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
62.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
62.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
62.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
60.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
60.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
60.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
58.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
57.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
56.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
56.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
55.3
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
55.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
54.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
53.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
53.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
52.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
52.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
51.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
50.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
50.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
49.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
49.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
49.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
48.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
47.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
47.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
47.1
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
46.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
46.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
46.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
46.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
45.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
45.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
45.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
44.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
44.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
44.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
43.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
43.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
42.7
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
41.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
38.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
38.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
37.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
37.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
36.9
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
36.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
35.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
35.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
35.5
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
35.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
34.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
34.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
33.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
33.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
32.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
32.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
31.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
31.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
31.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
30.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
28.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
26.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
26.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
24.8
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
23.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
22.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
21.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
21.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
20.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
20.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
20.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
19.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
18.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
16.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
16.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
15.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
15.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
13.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
12.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
9.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
6.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
WAC 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
14.5
Number of samples
282
Samples
Sample
Description
TPM
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
102.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
80.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
64.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
59.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
52.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
51.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
51.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
50.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
46.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
45.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
44.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
44.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
43.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
42.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
41.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
41.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
40.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
39.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
39.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
39.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
38.9
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
36.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
36.7
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
35.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
35.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
34.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
31.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
31.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
30.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
28.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
27.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
27.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
27.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
27.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
27.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
27.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
26.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
26.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
25.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
25.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
25.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
25.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
25.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
25.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
25.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
25.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
25.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
24.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
24.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
23.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
23.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
23.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
23.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
23.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
23.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
22.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
22.9
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
22.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
22.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
22.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
22.3
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
22.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
22.3
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
22.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
22.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
21.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
20.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
20.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
20.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
20.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
19.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
19.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
19.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
19.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
18.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
18.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
18.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
18.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
18.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
18.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
17.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
17.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
17.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
17.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
17.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
16.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
16.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
16.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
16.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
16.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
16.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
16.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
16.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
16.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
15.8
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
15.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
15.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
15.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
15.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
15.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
14.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
14.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
14.6
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
14.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
14.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
14.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
14.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
14.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
13.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
13.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
13.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
13.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
13.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
13.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
13.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
13.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
13.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
13.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
13.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
13.0
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
13.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
13.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
12.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
12.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
12.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
12.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
12.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
12.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
12.3
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
12.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
12.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
12.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
11.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
11.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
11.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
11.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
11.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
11.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
11.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
11.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
11.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
11.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
11.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
10.8
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
10.5
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
10.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
10.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
10.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
10.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
10.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
9.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
9.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
9.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
9.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
9.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
9.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
9.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
9.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
8.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
8.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
8.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
8.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
8.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
8.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
8.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
8.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
8.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
8.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
8.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
8.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
8.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
8.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
8.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
8.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
7.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
7.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
7.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
7.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
7.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
7.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
7.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
6.9
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
6.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
6.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
6.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
6.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
6.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
6.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
6.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
6.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
6.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
5.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
5.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
5.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
5.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
5.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
5.3
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
5.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
5.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
4.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
4.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
4.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
4.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
4.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
4.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
4.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
4.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
4.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
4.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
4.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
4.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
3.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
3.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
3.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
3.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
3.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
3.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
3.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
3.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
3.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
3.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
3.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
3.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
3.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
3.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
3.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
3.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
3.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
3.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
3.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
3.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
2.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
2.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
2.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
2.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
2.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
2.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
2.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
2.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
2.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
1.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
1.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
1.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
1.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
1.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
1.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
1.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
1.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
1.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
1.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
1.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
1.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
1.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
1.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
1.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
1.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
1.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
1.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
1.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
1.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0012900004
Tumor
0.6
CPT0071150004
Tumor
0.5
CPT0075720003
Tumor
0.4
CPT0017410003
Tumor
0.4
CPT0011240003
Tumor
0.4
CPT0065750003
Tumor
0.4
CPT0015730003
Tumor
0.4
CPT0009060003
Tumor
0.3
CPT0019130003
Tumor
0.3
CPT0075170001
Normal
0.3
CPT0089460004
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0086030003
Tumor
0.3
CPT0025580004
Tumor
0.3
CPT0088550004
Tumor
0.3
CPT0088970003
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0001270001
Normal
0.3
CPT0012640003
Normal
0.3
CPT0077310003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0077490003
Tumor
0.3
CPT0087040003
Tumor
0.3
CPT0079410003
Tumor
0.3
CPT0064370003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0024680001
Normal
0.3
CPT0006440003
Tumor
0.2
CPT0012180003
Tumor
0.2
CPT0079300001
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0078830003
Tumor
0.2
CPT0066480003
Tumor
0.2
CPT0001340003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0063320003
Tumor
0.2
CPT0015910003
Tumor
0.2
CPT0078530001
Normal
0.2
CPT0089040001
Normal
0.2
CPT0069190001
Normal
0.2
CPT0010160003
Tumor
0.2
CPT0012370003
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0088690003
Tumor
0.2
CPT0092730003
Tumor
0.2
CPT0065430003
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0077320001
Normal
0.2
CPT0085670003
Tumor
0.2
CPT0088900003
Tumor
0.2
CPT0088630003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0065930003
Tumor
0.2
CPT0088760003
Tumor
0.1
CPT0065690003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0012080003
Tumor
0.1
CPT0007870001
Normal
0.1
CPT0009000003
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0088710001
Normal
0.1
CPT0014370004
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0001260009
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0089020003
Tumor
0.1
CPT0021240003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0086970003
Normal
0.1
CPT0010120001
Normal
0.1
CPT0023690003
Tumor
0.1
CPT0006900003
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0092310003
Normal
0.1
CPT0006730001
Normal
0.1
CPT0025350003
Tumor
0.1
CPT0069160003
Tumor
0.1
CPT0001510001
Normal
0.1
CPT0088500001
Normal
0.1
CPT0006630003
Tumor
0.1
CPT0017850003
Tumor
0.1
CPT0012280003
Tumor
0.1
CPT0025920001
Normal
0.1
CPT0086830003
Normal
0.1
CPT0012920003
Normal
0.1
CPT0001220008
Tumor
0.1
CPT0092740003
Normal
0.0
CPT0001190001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0014130001
Normal
0.0
CPT0015810003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0064400001
Normal
0.0
CPT0001180009
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0025880003
Tumor
0.0
CPT0001350001
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0078940001
Normal
0.0
CPT0092790003
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0087050003
Normal
0.0
CPT0086360003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0023710001
Normal
0.0
CPT0081600003
Tumor
0.0
CPT0066430001
Normal
0.0
CPT0082010001
Normal
0.0
CPT0025060001
Normal
0.0
CPT0078670001
Normal
0.0
CPT0077110003
Tumor
0.0
CPT0077500001
Normal
0.0
CPT0025290003
Tumor
0.0
CPT0012090003
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0025610001
Normal
0.0
CPT0014450004
Tumor
0.0
CPT0025050003
Tumor
0.0
CPT0020020001
Normal
0.0
CPT0086950003
Tumor
0.0
CPT0013790003
Normal
0.0
CPT0088780001
Normal
0.0
CPT0012670003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0075570001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0089480003
Normal
0.0
CPT0063330001
Normal
0.0
CPT0023350003
Tumor
0.0
CPT0018250001
Normal
-0.1
CPT0014160003
Tumor
-0.1
CPT0002270011
Tumor
-0.1
CPT0086890003
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0086370003
Normal
-0.1
CPT0000660001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0078840001
Normal
-0.1
CPT0024670003
Tumor
-0.1
CPT0019990003
Tumor
-0.1
CPT0088640003
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0079430001
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0088570001
Normal
-0.1
CPT0075130003
Tumor
-0.1
CPT0006950001
Normal
-0.1
CPT0076350001
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0066470004
Tumor
-0.1
CPT0079230003
Tumor
-0.1
CPT0010170001
Normal
-0.1
CPT0025110003
Tumor
-0.1
CPT0026420001
Normal
-0.1
CPT0012770003
Normal
-0.1
CPT0001500009
Tumor
-0.1
CPT0000790001
Normal
-0.1
CPT0065450001
Normal
-0.1
CPT0025230003
Tumor
-0.2
CPT0011410003
Tumor
-0.2
CPT0079270003
Tumor
-0.2
CPT0014350001
Normal
-0.2
CPT0079180003
Tumor
-0.2
CPT0066520001
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0077140001
Normal
-0.2
CPT0063630003
Tumor
-0.2
CPT0081880003
Tumor
-0.2
CPT0078800003
Tumor
-0.2
CPT0065870003
Tumor
-0.2
CPT0088920001
Normal
-0.2
CPT0017450001
Normal
-0.2
CPT0002350011
Tumor
-0.3
CPT0092800003
Normal
-0.3
CPT0079510001
Normal
-0.3
CPT0078510003
Tumor
-0.3
CPT0012550003
Tumor
-0.3
CPT0092290003
Tumor
-0.4
CPT0084560003
Tumor
-0.4
CPT0076330003
Tumor
-0.4
CPT0069010001
Normal
-0.6
CPT0078660003
Tumor
-0.9
CPT0069000003
Tumor
-1.0
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
