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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.
RRAD 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
22.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
165.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
126.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
109.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
87.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
85.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
77.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
71.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
67.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
55.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
42.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
36.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
29.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
29.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
28.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
23.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
23.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
20.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
20.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
19.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
19.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
18.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
17.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
15.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
14.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
14.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
12.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
11.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
11.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
11.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
10.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
10.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
9.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
8.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
7.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
7.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
6.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
6.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
6.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
6.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
6.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
6.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
6.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
6.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
5.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
5.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
5.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
4.7
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
4.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
4.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
4.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
4.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
3.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
3.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
3.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
3.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
3.2
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
2.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
2.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
1.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
1.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
0.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 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.
RRAD is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
60.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
489.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
480.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
470.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
393.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
381.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
315.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
311.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
306.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
285.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
279.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
275.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
266.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
260.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
239.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
231.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
219.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
216.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
210.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
206.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
205.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
195.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
193.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
190.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
188.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
188.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
180.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
179.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
177.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
176.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
175.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
173.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
172.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
169.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
167.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
166.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
164.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
163.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
162.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
162.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
160.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
156.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
154.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
150.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
150.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
149.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
148.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
147.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
146.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
141.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
139.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
139.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
136.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
135.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
132.7
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
132.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
131.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
130.1
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
130.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
128.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
127.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
125.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
124.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
124.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
122.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
122.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
120.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
118.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
117.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
114.9
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
114.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
114.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
114.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
113.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
111.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
111.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
109.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
109.0
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
108.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
107.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
106.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
105.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
104.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
103.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
100.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
100.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
99.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
99.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
98.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
97.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
97.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
95.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
94.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
93.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
91.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
91.5
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
91.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
90.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
89.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
89.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
89.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
89.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
88.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
88.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
87.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
87.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
86.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
84.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
84.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
84.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
83.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
83.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
82.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
82.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
82.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
81.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
81.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
81.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
81.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
80.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
80.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
80.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
79.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
79.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
78.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
77.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
77.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
77.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
77.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
76.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
76.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
75.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
75.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
74.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
74.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
73.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
73.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
73.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
72.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
72.0
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
71.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
70.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
69.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
69.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
68.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
68.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
67.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
67.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
65.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
64.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
64.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
63.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
63.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
62.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
62.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
61.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
61.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
61.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
60.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
60.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
60.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
60.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
58.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
58.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
58.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
58.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
58.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
57.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
57.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
57.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
56.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
56.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
56.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
56.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
56.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
55.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
55.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
55.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
54.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
54.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
54.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
54.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
53.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
53.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
53.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
53.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
53.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
53.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
52.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
52.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
51.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
51.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
51.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
51.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
50.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
50.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
50.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
50.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
49.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
48.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
48.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
47.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
47.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
47.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
46.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
46.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
46.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
46.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
46.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
45.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
45.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
45.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
44.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
44.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
44.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
44.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
44.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
43.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
43.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
43.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
43.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
43.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
43.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
43.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
43.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
43.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
42.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
42.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
42.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
42.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
42.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
42.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
42.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
41.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
41.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
41.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
41.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
41.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
41.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
41.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
41.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
41.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
41.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
41.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
41.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
41.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
41.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
41.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
40.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
40.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
40.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
40.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
40.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
40.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
40.1
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
40.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
40.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
40.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
39.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
39.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
38.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
38.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
38.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
38.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
37.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
37.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
37.3
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
37.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
37.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
37.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
37.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
37.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
36.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
36.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
36.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
36.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
36.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
36.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
36.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
35.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
35.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
35.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
35.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
35.6
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
35.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
35.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
35.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
35.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
34.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
34.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
34.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
34.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
34.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
34.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
34.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
33.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
33.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
33.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
33.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
33.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
33.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
33.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
33.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
32.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
32.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
32.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
32.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
32.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
32.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
31.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
31.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
31.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
31.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
31.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
31.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
31.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
31.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
31.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
30.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
30.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
30.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
30.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
30.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
29.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
29.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
29.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
29.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
29.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
28.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
28.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
28.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
28.7
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
28.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
28.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
28.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
28.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
28.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
28.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
28.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
27.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
27.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
27.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
27.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
27.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
27.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
27.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
27.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
27.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
27.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
26.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
26.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
26.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
26.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
26.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
26.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
26.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
26.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
26.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
25.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
25.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
25.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
25.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
25.1
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
25.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
24.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
24.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
24.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
24.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
24.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
23.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
23.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
23.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
23.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
23.5
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
23.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
23.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
23.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
23.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
23.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
23.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
22.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
22.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
22.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
22.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
22.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
22.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
22.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
21.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
21.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
21.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
21.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
21.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
21.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
20.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
20.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
20.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
20.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
20.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
20.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
20.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
20.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
20.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
20.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
20.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
20.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
19.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
19.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
19.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
19.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
19.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
19.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
19.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
18.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
18.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
18.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
18.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
18.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
17.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
17.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
17.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
17.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
17.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
16.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
16.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
16.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
16.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
16.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
16.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
16.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
16.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
16.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
16.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
16.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
16.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
16.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
15.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
15.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
15.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
15.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
15.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
15.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
15.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
15.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
15.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
14.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
14.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
14.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
14.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
14.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
13.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
13.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
13.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
13.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
13.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
13.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
13.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
13.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
13.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
13.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
13.0
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
13.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
12.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
12.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
12.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
12.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
12.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
12.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
12.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
12.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
11.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
11.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
11.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
11.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
11.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
11.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
11.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
10.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
10.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
10.4
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
10.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
10.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
10.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
10.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
10.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
9.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
9.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
9.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
9.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
9.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
8.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
8.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
8.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
8.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
7.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
7.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
7.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
7.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
7.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
7.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
7.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
6.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
6.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
6.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
5.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
5.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
5.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
4.5
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
3.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
2.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
2.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
2.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
2.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
1.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
1.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
0.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RRAD 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
88.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
889.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
565.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
269.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
268.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
266.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
265.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
265.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
219.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
198.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
198.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
186.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
173.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
173.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
171.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
170.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
162.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
153.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
142.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
139.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
134.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
125.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
122.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
115.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
112.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
95.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
94.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
92.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
89.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
88.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
87.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
86.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
79.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
77.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
76.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
76.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
75.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
72.7
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
71.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
70.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
70.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
69.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
67.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
66.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
65.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
64.0
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
62.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
62.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
61.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
58.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
58.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
57.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
57.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
54.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
53.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
52.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
52.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
51.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
49.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
43.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
42.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
41.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
40.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
39.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
38.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
38.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
38.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
37.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
36.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
31.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
29.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
29.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
29.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
29.1
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
28.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
27.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
26.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
26.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
25.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
25.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
25.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
22.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
22.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
22.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
20.1
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
15.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
15.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
15.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
15.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
13.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
13.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
13.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
13.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
13.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
10.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
10.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
9.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
8.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
8.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 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.
RRAD 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
57.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
502.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
500.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
476.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
381.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
372.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
290.6
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
268.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
262.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
244.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
243.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
242.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
234.3
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
189.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
179.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
173.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
172.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
159.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
157.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
156.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
153.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
151.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
147.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
144.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
141.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
136.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
135.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
133.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
130.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
126.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
123.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
112.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
108.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
107.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
106.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
105.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
104.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
103.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
102.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
102.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
101.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
101.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
100.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
98.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
97.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
97.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
96.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
93.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
92.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
90.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
89.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
87.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
87.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
85.9
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
82.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
82.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
82.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
82.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
81.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
81.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
79.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
79.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
79.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
79.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
78.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
77.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
76.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
76.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
76.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
76.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
75.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
75.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
75.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
73.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
72.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
72.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
72.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
71.1
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
70.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
70.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
68.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
68.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
67.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
67.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
67.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
65.6
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
63.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
60.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
59.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
58.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
56.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
55.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
55.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
54.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
53.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
53.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
52.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
52.7
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
52.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
52.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
52.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
51.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
51.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
50.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
50.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
50.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
49.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
49.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
49.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
49.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
48.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
47.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
47.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
45.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
45.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
45.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
44.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
44.7
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
44.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
44.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
44.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
43.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
43.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
43.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
42.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
42.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
42.4
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
42.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
41.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
41.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
41.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
41.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
39.7
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
39.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
39.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
39.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
39.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
38.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
37.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
37.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
37.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
36.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
35.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
35.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
34.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
34.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
33.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
33.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
33.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
32.9
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
32.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
32.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
32.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
32.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
31.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
30.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
30.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
30.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
30.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
29.9
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
29.9
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
29.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
29.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
29.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
29.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
28.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
28.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
27.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
27.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
27.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
26.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
26.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
26.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
26.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
25.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
24.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
24.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
24.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
24.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
24.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
23.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
23.6
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
22.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
22.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
22.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
22.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
22.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
22.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
21.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
21.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
21.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
20.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
20.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
20.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
20.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
19.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
19.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
19.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
19.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
19.3
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
19.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
19.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
18.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
18.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
18.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
18.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
17.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
17.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
17.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
16.8
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
16.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
15.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
15.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
15.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
15.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
15.2
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
15.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
14.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
14.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
14.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
14.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
14.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
13.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
13.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
12.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
12.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
12.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
12.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
11.9
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
11.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
11.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
10.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
10.1
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
10.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
9.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
9.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
9.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
9.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
9.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
8.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
8.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
8.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
8.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
7.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
7.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
7.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
6.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
6.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
6.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
6.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
5.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
5.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
5.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
4.5
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
4.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
4.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
3.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
3.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
2.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
2.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
1.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
1.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
1.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
1.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
1.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
1.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
1.2
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
1.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
1.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
1.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
0.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
0.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
0.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
0.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
0.4
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0081880003
Tumor
2.2
CPT0063630003
Tumor
1.8
CPT0012280003
Tumor
1.4
CPT0020120003
Tumor
1.4
CPT0069160003
Tumor
1.2
CPT0075560003
Tumor
1.2
CPT0025880003
Tumor
1.2
CPT0065430003
Tumor
1.1
CPT0000640003
Tumor
1.0
CPT0015730003
Tumor
1.0
CPT0086360003
Tumor
1.0
CPT0086030003
Tumor
1.0
CPT0025050003
Tumor
0.9
CPT0076330003
Tumor
0.9
CPT0019990003
Tumor
0.9
CPT0007860003
Tumor
0.9
CPT0079230003
Tumor
0.8
CPT0015910003
Tumor
0.8
CPT0001180009
Tumor
0.8
CPT0012180003
Tumor
0.8
CPT0012550003
Tumor
0.7
CPT0079270003
Tumor
0.7
CPT0088480003
Tumor
0.7
CPT0066480003
Tumor
0.7
CPT0014160003
Tumor
0.6
CPT0012670003
Tumor
0.6
CPT0077490003
Tumor
0.6
CPT0015810003
Tumor
0.6
CPT0092790003
Tumor
0.5
CPT0075130003
Tumor
0.5
CPT0078660003
Tumor
0.5
CPT0001340003
Tumor
0.5
CPT0001500009
Tumor
0.5
CPT0011240003
Tumor
0.5
CPT0006630003
Tumor
0.5
CPT0023350003
Tumor
0.4
CPT0010110003
Tumor
0.4
CPT0078510003
Tumor
0.4
CPT0017410003
Tumor
0.4
CPT0025110003
Tumor
0.4
CPT0024670003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0025230003
Tumor
0.3
CPT0071150004
Tumor
0.3
CPT0079410003
Tumor
0.3
CPT0079380003
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0066470004
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0089020003
Tumor
0.3
CPT0092290003
Tumor
0.3
CPT0065750003
Tumor
0.2
CPT0007320003
Tumor
0.2
CPT0025290003
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0086870003
Tumor
0.2
CPT0012370003
Tumor
0.1
CPT0081600003
Tumor
0.1
CPT0081990003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0089460004
Tumor
0.1
CPT0006440003
Tumor
0.0
CPT0014370004
Tumor
0.0
CPT0088900003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0086950003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0065930003
Tumor
0.0
CPT0025580004
Tumor
0.0
CPT0088630003
Tumor
0.0
CPT0002270011
Tumor
0.0
CPT0000870016
Tumor
0.0
CPT0065690003
Tumor
0.0
CPT0092190003
Normal
-0.1
CPT0084560003
Tumor
-0.1
CPT0088760003
Tumor
-0.1
CPT0065870003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0021240003
Tumor
-0.1
CPT0079480003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0002350011
Tumor
-0.2
CPT0078800003
Tumor
-0.2
CPT0017850003
Tumor
-0.2
CPT0063320003
Tumor
-0.2
CPT0092730003
Tumor
-0.2
CPT0006900003
Tumor
-0.2
CPT0002370001
Normal
-0.2
CPT0087040003
Tumor
-0.2
CPT0012080003
Tumor
-0.2
CPT0079300001
Normal
-0.2
CPT0011410003
Tumor
-0.2
CPT0009060003
Tumor
-0.2
CPT0019130003
Tumor
-0.3
CPT0025350003
Tumor
-0.3
CPT0092160003
Tumor
-0.3
CPT0024680001
Normal
-0.3
CPT0064370003
Tumor
-0.3
CPT0010160003
Tumor
-0.3
CPT0001260009
Tumor
-0.3
CPT0069190001
Normal
-0.3
CPT0084590001
Normal
-0.3
CPT0078530001
Normal
-0.3
CPT0014470001
Normal
-0.4
CPT0010120001
Normal
-0.4
CPT0077320001
Normal
-0.4
CPT0001220008
Tumor
-0.4
CPT0079180003
Tumor
-0.4
CPT0012640003
Normal
-0.4
CPT0019160001
Normal
-0.4
CPT0018250001
Normal
-0.4
CPT0012290003
Normal
-0.5
CPT0077310003
Tumor
-0.5
CPT0075570001
Normal
-0.5
CPT0086970003
Normal
-0.5
CPT0012900004
Tumor
-0.5
CPT0001190001
Normal
-0.5
CPT0077110003
Tumor
-0.5
CPT0020130001
Normal
-0.5
CPT0025920001
Normal
-0.5
CPT0081620001
Normal
-0.6
CPT0012090003
Normal
-0.6
CPT0089040001
Normal
-0.6
CPT0025610001
Normal
-0.6
CPT0086890003
Normal
-0.6
CPT0066520001
Normal
-0.6
CPT0026410003
Tumor
-0.6
CPT0007470001
Normal
-0.6
CPT0020020001
Normal
-0.6
CPT0063330001
Normal
-0.6
CPT0063640001
Normal
-0.7
CPT0014450004
Tumor
-0.7
CPT0013790003
Normal
-0.7
CPT0001550001
Normal
-0.7
CPT0088710001
Normal
-0.7
CPT0069010001
Normal
-0.7
CPT0088500001
Normal
-0.7
CPT0088570001
Normal
-0.7
CPT0001230001
Normal
-0.7
CPT0012570003
Normal
-0.7
CPT0088550004
Tumor
-0.7
CPT0078670001
Normal
-0.7
CPT0014130001
Normal
-0.7
CPT0088780001
Normal
-0.7
CPT0012770003
Normal
-0.7
CPT0009020003
Normal
-0.7
CPT0006530001
Normal
-0.8
CPT0001510001
Normal
-0.8
CPT0079000001
Normal
-0.8
CPT0001350001
Normal
-0.8
CPT0026420001
Normal
-0.8
CPT0078830003
Tumor
-0.8
CPT0065450001
Normal
-0.8
CPT0012920003
Normal
-0.8
CPT0001270001
Normal
-0.8
CPT0000660001
Normal
-0.8
CPT0000890001
Normal
-0.8
CPT0006730001
Normal
-0.8
CPT0088920001
Normal
-0.9
CPT0077500001
Normal
-0.9
CPT0082010001
Normal
-0.9
CPT0078940001
Normal
-0.9
CPT0064400001
Normal
-0.9
CPT0014350001
Normal
-0.9
CPT0086830003
Normal
-0.9
CPT0088640003
Normal
-0.9
CPT0092800003
Normal
-0.9
CPT0086370003
Normal
-0.9
CPT0092310003
Normal
-0.9
CPT0078840001
Normal
-0.9
CPT0006950001
Normal
-0.9
CPT0089480003
Normal
-1.0
CPT0092740003
Normal
-1.0
CPT0088690003
Tumor
-1.0
CPT0025060001
Normal
-1.0
CPT0007870001
Normal
-1.0
CPT0065820001
Normal
-1.0
CPT0088970003
Tumor
-1.0
CPT0010170001
Normal
-1.0
CPT0000790001
Normal
-1.0
CPT0023360001
Normal
-1.1
CPT0079430001
Normal
-1.1
CPT0017450001
Normal
-1.1
CPT0023710001
Normal
-1.1
CPT0087050003
Normal
-1.1
CPT0009080003
Normal
-1.1
CPT0066430001
Normal
-1.1
CPT0076350001
Normal
-1.3
CPT0077140001
Normal
-1.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
