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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.
RND3 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
12.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
173.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
112.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
84.1
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
28.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
27.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
24.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
23.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
18.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
16.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
14.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
12.9
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
12.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
11.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
11.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
9.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
9.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
9.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
8.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
8.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
7.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
6.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
6.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
6.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
5.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
5.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
5.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
5.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
4.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
4.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
4.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
4.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
4.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
3.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
3.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
3.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
3.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
3.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
3.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
3.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
3.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
2.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
2.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
2.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
2.7
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
2.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
2.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
2.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
2.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
1.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
1.8
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
1.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
1.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
1.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
1.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
1.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
0.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
0.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RND3 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
20.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
115.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
113.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
95.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
86.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
85.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
80.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
71.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
70.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
68.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
66.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
62.7
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
60.8
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
60.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
59.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
54.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
50.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
50.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
48.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
48.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
48.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
47.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
47.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
45.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
45.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
43.9
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
43.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
43.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
43.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
43.0
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
42.9
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
42.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
42.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
42.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
41.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
40.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
40.0
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
38.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
38.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
38.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
36.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
36.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
35.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
35.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
35.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
35.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
34.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
34.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
34.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
34.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
34.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
34.2
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
33.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
33.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
33.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
33.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
33.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
33.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
33.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
33.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
32.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
32.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
32.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
32.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
31.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
31.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
31.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
31.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
30.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
29.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
29.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
29.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
29.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
29.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
29.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
29.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
29.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
29.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
29.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
29.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
28.7
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
28.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
28.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
28.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
28.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
28.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
28.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
28.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
27.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
27.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
27.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
27.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
27.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
26.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
26.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
26.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
26.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
26.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
26.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
26.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
26.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
26.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
26.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
25.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
25.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
25.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
25.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
25.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
25.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
25.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
25.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
25.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
25.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
25.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
25.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
24.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
24.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
24.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
24.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
24.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
24.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
24.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
24.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
24.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
24.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
24.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
24.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
24.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
24.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
24.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
24.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
24.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
23.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
23.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
23.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
23.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
23.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
23.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
23.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
23.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
23.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
23.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
23.3
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
23.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
23.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
23.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
23.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
23.0
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
22.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
22.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
22.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
22.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
22.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
22.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
22.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
22.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
22.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
22.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
22.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
22.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
22.2
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
22.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
22.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
22.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
22.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
22.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
21.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
21.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
21.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
21.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
21.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
21.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
21.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
21.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
21.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
21.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
21.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
21.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
21.2
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
21.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
21.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
21.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
21.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
21.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
21.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
21.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
20.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
20.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
20.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
20.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
20.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
20.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
20.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
20.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
20.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
20.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
20.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
20.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
20.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
20.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
20.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
20.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
20.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
20.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
19.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
19.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
19.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
19.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
19.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
19.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
19.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
19.8
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
19.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
19.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
19.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
19.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
19.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
19.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
19.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
19.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
19.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
19.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
19.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
19.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
19.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
19.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
19.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
19.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
18.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
18.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
18.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
18.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
18.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
18.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
18.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
18.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
18.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
18.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
18.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
18.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
18.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
18.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
18.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
18.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
18.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
18.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
18.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
18.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
18.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
18.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
17.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
17.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
17.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
17.9
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
17.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
17.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
17.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
17.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
17.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
17.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
17.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
17.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
17.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
17.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
17.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
17.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
17.3
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
17.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
17.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
17.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
17.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
17.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
17.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
17.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
17.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
17.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
17.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
16.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
16.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
16.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
16.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
16.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
16.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
16.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
16.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
16.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
16.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
16.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
16.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
16.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
16.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
16.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
16.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
16.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
16.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
16.0
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
16.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
16.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
16.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
15.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
15.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
15.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
15.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
15.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
15.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
15.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
15.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
15.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
15.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
15.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
15.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
15.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
15.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
15.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
15.1
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
15.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
15.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
15.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
15.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
14.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
14.9
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
14.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
14.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
14.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
14.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
14.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
14.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
14.6
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
14.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
14.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
14.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
14.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
14.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
14.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
14.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
14.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
14.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
14.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
14.2
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
14.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
14.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
14.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
14.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
14.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
13.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
13.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
13.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
13.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
13.8
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
13.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
13.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
13.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
13.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
13.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
13.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
13.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
13.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
13.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
13.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
13.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
13.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
13.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
13.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
13.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
13.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
13.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
13.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
13.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
12.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
12.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
12.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
12.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
12.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
12.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
12.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
12.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
12.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
12.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
12.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
12.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.6
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
12.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
12.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
12.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
12.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
12.4
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
12.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
12.3
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
12.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
12.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
12.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
12.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
12.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
12.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
11.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
11.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
11.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
11.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
11.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
11.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
11.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
11.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
11.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
11.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
11.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
11.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
11.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
11.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
11.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
11.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
11.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
11.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
11.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
11.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
11.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
11.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
11.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
10.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
10.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
10.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
10.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
10.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
10.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
10.5
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
10.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
10.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
10.4
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
10.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
10.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
10.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
10.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
10.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
10.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
10.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
10.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
10.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
10.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
10.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
10.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
10.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
9.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
9.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
9.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
9.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
9.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
9.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
9.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
9.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
9.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
9.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
9.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
9.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
9.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
9.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
9.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
9.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
8.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
8.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
8.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
8.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
8.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
8.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
8.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
8.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
8.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
8.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
8.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
8.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
8.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
8.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
7.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
7.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
7.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
7.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
7.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
7.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
7.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
7.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
7.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
6.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
6.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
6.9
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
6.7
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
6.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
6.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
6.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
6.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
6.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
5.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
5.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
5.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
4.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
3.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
3.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
3.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
2.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
2.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.9
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RND3 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
26.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
142.9
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
87.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
86.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
74.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
69.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
68.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
61.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
59.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
58.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
51.5
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
47.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
44.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
43.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
41.9
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
41.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
41.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
40.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
40.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
40.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
40.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
39.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
36.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
35.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
34.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
34.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
33.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
33.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
33.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
31.1
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
30.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
29.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
29.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
29.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
28.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
26.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
26.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
23.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
23.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
23.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
23.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
22.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
22.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
21.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
21.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
21.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
21.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
20.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
20.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
20.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
20.1
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
19.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
19.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
19.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
19.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
18.1
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
17.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
17.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
17.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
17.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
17.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
17.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
17.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
16.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
16.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
16.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
15.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
15.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
15.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
15.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
15.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
14.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
14.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
14.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
13.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
13.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
13.0
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
12.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
12.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
11.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
11.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
11.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
10.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
10.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
10.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
10.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
10.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
9.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
9.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
9.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
8.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
7.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
7.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
7.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
6.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
6.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 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.
RND3 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
23.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
160.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
137.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
119.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
89.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
81.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
71.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
66.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
65.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
64.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
64.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
63.0
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
59.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
58.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
58.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
57.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
55.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
53.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
52.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
52.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
51.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
50.7
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
49.9
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
48.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
46.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
46.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
44.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
44.9
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
42.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
42.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
42.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
42.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
41.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
41.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
41.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
40.2
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
39.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
39.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
39.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
38.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
38.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
38.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
37.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
37.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
37.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
35.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
35.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
35.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
35.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
35.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
34.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
34.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
33.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
33.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
33.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
33.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
33.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
33.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
31.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
31.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
31.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
30.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
30.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
30.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
29.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
29.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
29.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
29.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
29.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
29.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
29.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
28.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
28.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
28.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
28.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
27.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
27.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
27.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
27.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
27.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
27.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
27.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
27.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
27.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
26.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
26.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
26.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
26.2
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
26.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
25.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
25.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
25.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
25.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
25.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
25.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
25.1
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
25.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
24.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
24.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
24.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
24.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
23.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
23.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
23.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
23.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
23.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
23.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
22.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
22.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
22.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
22.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
22.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
22.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
21.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
21.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
21.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
21.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
21.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
20.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
20.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
20.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
20.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
20.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
20.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
20.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
20.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
20.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
20.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
20.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
20.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
20.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
19.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
19.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
19.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
19.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
19.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
19.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
19.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
19.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
19.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
19.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
19.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
18.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
18.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
18.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
18.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
18.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
18.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
18.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
18.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
17.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
17.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
17.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
17.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
17.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
17.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
17.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
17.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
17.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
17.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
17.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
16.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
16.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
16.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
16.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
16.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
16.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
16.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
15.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
15.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
15.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
15.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
15.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
15.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
15.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
15.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
14.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
14.9
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
14.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
14.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
14.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
14.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
14.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
14.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
14.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
14.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
14.3
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
14.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
14.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
14.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
14.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
13.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
13.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
13.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
13.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
13.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
13.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
13.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
13.1
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
13.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
12.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
12.6
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
12.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
12.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
12.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
12.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
12.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
12.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
11.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
11.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
11.4
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
11.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
11.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
11.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
11.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
11.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
11.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
10.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
10.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
10.5
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
10.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
10.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
10.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
10.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
10.4
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
10.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
9.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
9.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
9.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
9.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
9.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
8.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
8.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
8.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
8.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
8.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
8.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
8.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
8.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
8.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
8.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
7.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
7.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
7.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
6.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
6.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
6.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
6.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
6.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
6.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
6.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
6.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
6.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
5.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
5.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
5.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
5.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
5.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
5.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
4.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
4.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
4.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
4.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
4.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
3.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
3.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
3.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
3.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
3.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
2.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
2.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
2.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
1.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078510003
Tumor
1.7
CPT0088970003
Tumor
1.3
CPT0086950003
Tumor
1.3
CPT0084560003
Tumor
1.3
CPT0076330003
Tumor
1.3
CPT0065750003
Tumor
1.2
CPT0001340003
Tumor
1.1
CPT0006440003
Tumor
1.0
CPT0089020003
Tumor
1.0
CPT0000640003
Tumor
0.9
CPT0009000003
Tumor
0.9
CPT0012370003
Tumor
0.9
CPT0075170001
Normal
0.9
CPT0086030003
Tumor
0.9
CPT0075130003
Tumor
0.9
CPT0001270001
Normal
0.7
CPT0063630003
Tumor
0.7
CPT0084590001
Normal
0.6
CPT0024670003
Tumor
0.6
CPT0001260009
Tumor
0.6
CPT0011240003
Tumor
0.6
CPT0019130003
Tumor
0.5
CPT0015730003
Tumor
0.5
CPT0012900004
Tumor
0.5
CPT0079510001
Normal
0.4
CPT0012550003
Tumor
0.4
CPT0092190003
Normal
0.3
CPT0002350011
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0069000003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0014370004
Tumor
0.3
CPT0063640001
Normal
0.2
CPT0009060003
Tumor
0.2
CPT0009020003
Normal
0.2
CPT0010160003
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0001190001
Normal
0.2
CPT0013790003
Normal
0.2
CPT0088760003
Tumor
0.1
CPT0021240003
Tumor
0.1
CPT0000870016
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0017450001
Normal
0.1
CPT0069190001
Normal
0.1
CPT0081990003
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0086870003
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0079480003
Tumor
0.1
CPT0089040001
Normal
0.1
CPT0019160001
Normal
0.0
CPT0001180009
Tumor
0.0
CPT0069010001
Normal
0.0
CPT0019990003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0007320003
Tumor
-0.1
CPT0007470001
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0017410003
Tumor
-0.1
CPT0092160003
Tumor
-0.1
CPT0025230003
Tumor
-0.1
CPT0088480003
Tumor
-0.1
CPT0077110003
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0024680001
Normal
-0.1
CPT0082010001
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0078990003
Tumor
-0.2
CPT0079000001
Normal
-0.2
CPT0015910003
Tumor
-0.2
CPT0014350001
Normal
-0.2
CPT0063330001
Normal
-0.2
CPT0088500001
Normal
-0.2
CPT0086830003
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0025920001
Normal
-0.2
CPT0092730003
Tumor
-0.2
CPT0088690003
Tumor
-0.2
CPT0064400001
Normal
-0.3
CPT0020120003
Tumor
-0.3
CPT0009080003
Normal
-0.3
CPT0078800003
Tumor
-0.3
CPT0086890003
Normal
-0.3
CPT0078940001
Normal
-0.3
CPT0010170001
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0006630003
Tumor
-0.4
CPT0012770003
Normal
-0.4
CPT0089460004
Tumor
-0.5
CPT0066470004
Tumor
-0.5
CPT0088640003
Normal
-0.5
CPT0085670003
Tumor
-0.5
CPT0006530001
Normal
-0.5
CPT0025880003
Tumor
-0.5
CPT0020020001
Normal
-0.5
CPT0069160003
Tumor
-0.6
CPT0007870001
Normal
-0.6
CPT0020130001
Normal
-0.6
CPT0088780001
Normal
-0.7
CPT0078670001
Normal
-0.7
CPT0077140001
Normal
-0.7
CPT0026420001
Normal
-0.7
CPT0092740003
Normal
-0.8
CPT0007860003
Tumor
-0.8
CPT0066430001
Normal
-0.8
CPT0076350001
Normal
-0.9
CPT0089480003
Normal
-0.9
CPT0001350001
Normal
-1.0
CPT0006730001
Normal
-1.0
CPT0078660003
Tumor
-1.3
CPT0079180003
Tumor
-1.5
CPT0000790001
Normal
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0065690003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0087040003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0017850003
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0092290003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0011410003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0079270003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0012090003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0066520001
Normal
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012180003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0065450001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0088920001
Normal
N/A
CPT0025290003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0081620001
Normal
N/A
CPT0014450004
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0079300001
Normal
N/A
CPT0081880003
Tumor
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0079430001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0025060001
Normal
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.