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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.
ID1 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
15.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
66.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
55.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
54.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
43.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
35.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
32.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
29.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
29.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
27.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
26.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
26.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
25.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
24.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
24.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
24.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
23.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
21.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
20.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
20.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
17.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
17.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
17.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
16.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
15.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
15.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
15.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
14.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
13.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
13.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
13.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
12.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
11.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
10.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
9.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
9.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
8.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
8.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
8.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
7.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
7.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
7.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
7.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
7.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
7.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
6.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
6.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
6.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
6.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
5.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
4.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
3.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
3.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
3.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
3.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
3.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
3.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
2.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
2.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
2.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
2.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
2.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
1.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 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.
ID1 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
56.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
379.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
308.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
238.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
222.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
204.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
187.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
177.7
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
177.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
177.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
174.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
173.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
171.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
169.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
166.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
166.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
161.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
160.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
160.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
159.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
157.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
156.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
156.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
150.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
145.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
142.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
141.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
140.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
139.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
139.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
138.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
137.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
135.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
134.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
131.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
128.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
127.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
126.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
126.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
126.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
123.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
123.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
121.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
121.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
119.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
117.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
113.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
113.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
112.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
112.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
111.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
111.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
110.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
109.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
109.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
109.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
109.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
107.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
107.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
106.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
106.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
104.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
104.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
103.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
102.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
101.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
100.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
100.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
100.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
99.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
98.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
98.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
97.0
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
96.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
96.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
96.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
95.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
95.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
95.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
94.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
94.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
93.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
92.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
92.3
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
92.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
92.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
89.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
89.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
88.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
88.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
88.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
87.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
87.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
86.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
86.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
86.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
86.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
85.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
84.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
84.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
84.4
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
84.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
84.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
84.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
84.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
83.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
83.8
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
83.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
83.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
83.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
83.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
82.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
82.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
82.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
82.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
82.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
82.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
81.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
80.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
80.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
80.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
80.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
80.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
80.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
79.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
79.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
79.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
79.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
79.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
77.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
77.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
77.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
76.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
75.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
75.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
75.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
75.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
74.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
74.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
74.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
74.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
74.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
74.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
73.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
73.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
72.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
71.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
71.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
71.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
71.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
70.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
70.5
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
70.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
69.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
69.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
69.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
69.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
68.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
68.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
68.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
68.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
68.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
68.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
68.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
68.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
67.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
67.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
67.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
67.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
67.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
66.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
66.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
66.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
66.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
65.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
65.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
65.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
64.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
64.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
64.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
64.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
64.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
63.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
63.6
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
63.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
63.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
63.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
63.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
62.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
62.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
62.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
61.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
61.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
61.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
60.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
59.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
59.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
59.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
59.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
59.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
59.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
59.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
59.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
58.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
58.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
58.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
58.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
58.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
57.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
57.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
57.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
57.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
57.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
57.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
56.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
56.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
55.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
54.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
54.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
53.8
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
53.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
53.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
53.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
52.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
52.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
52.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
52.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
51.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
51.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
51.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
50.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
50.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
50.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
50.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
50.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
50.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
49.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
49.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
49.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
49.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
49.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
48.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
48.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
48.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
48.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
48.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
48.3
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
48.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
47.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
47.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
47.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
47.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
47.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
47.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
47.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
47.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
47.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
45.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
45.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
45.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
45.5
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
45.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
45.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
44.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
44.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
44.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
44.6
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
44.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
44.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
44.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
44.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
44.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
43.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
43.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
43.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
43.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
43.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
43.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
43.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
43.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
42.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
42.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
42.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
41.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
41.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
41.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
41.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
41.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
41.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
41.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
40.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
40.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
40.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
40.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
39.5
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
38.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
38.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
38.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
38.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
38.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
38.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
37.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
37.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
37.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
37.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
37.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
37.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
36.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
36.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
36.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
36.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
36.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
36.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
35.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
35.8
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
35.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
35.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
35.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
35.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
34.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
34.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
34.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
34.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
34.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
34.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
33.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
33.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
33.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
33.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
33.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
32.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
32.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
32.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
32.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
32.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
32.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
32.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
32.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
32.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
31.8
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
31.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
31.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
31.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
31.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
31.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
30.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
30.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
30.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
30.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
30.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
30.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
30.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
29.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
29.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
29.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
29.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
29.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
29.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
28.8
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
28.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
28.7
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
28.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
28.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
27.9
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
27.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
27.9
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
27.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
27.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
27.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
27.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
27.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
27.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
26.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
26.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
26.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
26.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
26.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
26.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
25.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
25.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
25.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
25.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
25.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
25.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
25.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
24.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
24.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
24.4
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
24.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
24.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
23.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
23.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
23.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
23.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
23.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
23.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
23.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
23.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
23.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
22.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
22.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
22.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
22.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
22.5
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
22.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
22.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
22.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
21.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
21.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
21.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
21.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
21.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
21.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
21.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
21.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
21.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
21.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
20.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
20.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
20.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
20.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
20.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
19.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
19.8
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
19.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
19.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
19.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
18.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
18.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
18.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
18.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
18.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
18.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
18.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
17.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
17.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
17.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
17.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
17.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
17.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
17.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
16.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
16.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
16.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
16.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
16.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
16.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
16.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
16.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
16.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
16.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
15.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
15.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
15.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
14.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
14.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
14.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
14.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
14.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
14.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
14.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
14.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
13.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
13.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
13.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
13.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
12.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
12.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
12.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
12.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
12.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
11.9
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
11.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
11.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
10.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
10.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
10.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
10.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.9
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
9.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
9.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
9.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
9.2
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
9.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
8.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
8.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
8.6
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
8.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
8.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
8.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
8.2
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
8.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
7.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
7.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
7.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
7.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
7.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
6.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
6.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
6.8
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
6.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
6.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
6.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
6.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
6.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
5.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
5.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
5.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
5.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
4.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
3.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
3.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
3.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
3.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
2.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 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.
ID1 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
63.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
513.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
320.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
150.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
147.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
142.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
140.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
140.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
132.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
130.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
127.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
124.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
118.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
102.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
97.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
95.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
94.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
94.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
92.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
91.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
89.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
85.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
85.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
83.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
81.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
79.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
79.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
77.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
75.6
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
74.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
69.7
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
69.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
67.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
64.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
64.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
62.8
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
61.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
61.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
59.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
59.5
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
58.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
58.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
56.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
56.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
56.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
55.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
54.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
54.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
51.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
51.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
50.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
50.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
49.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
48.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
48.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
47.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
46.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
46.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
45.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
44.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
44.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
43.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
43.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
42.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
42.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
40.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
38.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
38.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
34.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
34.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
32.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
31.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
31.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
31.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
28.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
28.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
27.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
27.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
25.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
25.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
25.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
24.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
24.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
24.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
24.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
22.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
22.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
21.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
19.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
19.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
16.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
14.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
14.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
14.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
13.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
12.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
11.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
10.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
6.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ID1 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
142.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
1028.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
937.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
742.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
735.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
725.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
722.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
685.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
671.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
668.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
637.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
592.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
580.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
571.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
564.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
559.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
543.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
536.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
535.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
492.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
482.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
452.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
444.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
425.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
418.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
413.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
410.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
408.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
406.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
398.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
376.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
372.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
370.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
362.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
341.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
336.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
335.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
328.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
327.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
319.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
314.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
313.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
304.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
300.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
299.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
286.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
283.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
282.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
279.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
272.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
264.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
262.4
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
261.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
255.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
252.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
247.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
245.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
235.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
231.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
225.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
218.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
216.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
208.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
204.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
204.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
203.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
200.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
199.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
192.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
187.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
185.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
185.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
184.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
184.2
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
183.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
180.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
180.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
176.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
175.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
170.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
167.4
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
165.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
164.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
162.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
160.3
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
160.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
157.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
156.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
152.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
149.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
148.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
145.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
145.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
143.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
134.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
134.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
133.7
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
133.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
131.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
130.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
129.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
126.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
126.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
125.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
120.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
120.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
119.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
117.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
114.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
114.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
113.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
112.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
111.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
110.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
110.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
99.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
97.7
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
97.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
96.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
96.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
94.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
94.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
92.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
89.8
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
88.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
87.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
87.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
87.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
87.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
85.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
85.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
84.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
82.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
82.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
80.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
77.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
77.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
77.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
77.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
76.6
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
75.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
75.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
73.9
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
72.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
71.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
70.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
69.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
65.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
63.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
63.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
59.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
59.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
59.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
58.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
58.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
58.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
57.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
56.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
53.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
53.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
50.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
50.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
50.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
49.9
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
49.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
48.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
46.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
46.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
44.0
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
43.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
43.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
42.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
42.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
42.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
41.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
41.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
40.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
39.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
38.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
35.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
34.9
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
34.9
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
34.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
34.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
33.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
33.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
32.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
32.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
31.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
31.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
28.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
28.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
27.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
27.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
27.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
26.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
26.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
25.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
24.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
24.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
24.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
24.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
24.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
24.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
23.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
23.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
23.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
23.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
22.9
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
22.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
21.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
21.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
20.7
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
20.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
20.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
19.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
19.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
19.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
19.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
18.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
18.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
18.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
18.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
17.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
17.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
17.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
16.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
16.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
16.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
15.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
14.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
14.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
13.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
13.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
13.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
13.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
13.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
13.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
12.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
12.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
12.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
12.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
12.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
11.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
11.6
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
11.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
11.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
11.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
11.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
10.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
10.6
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
10.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
9.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
9.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
9.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
8.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
8.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
8.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
8.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
7.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.6
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
7.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
7.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
6.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
6.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
5.9
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
5.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
5.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
5.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
5.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
4.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
4.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
3.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
3.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
3.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
3.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
2.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
2.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
2.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
0.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.