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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.
ARHGEF2 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
15.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
61.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
59.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
47.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
33.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
33.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
28.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
27.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
27.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
25.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
25.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
24.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
21.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
21.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
19.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
19.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
19.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
19.5
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
18.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
18.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
17.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
17.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
16.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
15.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
15.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
15.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
14.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
14.0
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
13.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
13.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
13.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
12.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
12.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
12.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
12.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
11.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
10.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
10.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
10.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
10.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
8.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
8.6
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
8.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
7.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
7.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
7.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
7.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
6.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
6.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
6.5
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
6.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
6.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
6.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
6.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
6.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
5.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
5.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
5.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
3.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
2.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 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.
ARHGEF2 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
27.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
81.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
71.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
70.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
69.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
66.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
63.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
61.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
56.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
54.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
53.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
52.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
50.9
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
50.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
49.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
49.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
48.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
48.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
48.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
48.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
47.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
47.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
46.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
46.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
46.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
45.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
45.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
45.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
45.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
45.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
45.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
44.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
44.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
44.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
44.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
44.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
44.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
44.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
44.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
44.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
43.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
43.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
43.6
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
43.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
43.2
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
42.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
42.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
42.0
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
41.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
41.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
41.5
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
41.4
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
41.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
41.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
40.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
40.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
40.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
40.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
40.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
40.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
40.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
40.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
40.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
39.8
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
39.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
39.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
39.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
39.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
39.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
39.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
39.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
38.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
38.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
38.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
38.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
38.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
38.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
37.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
37.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
37.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
37.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
37.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
36.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
36.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
36.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
36.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
36.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
36.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
36.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
36.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
36.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
36.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
36.0
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
36.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
35.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
35.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
35.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
35.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
35.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
35.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
35.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
35.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
35.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
35.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
35.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
35.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
34.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
34.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
34.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
34.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
34.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
34.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
34.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
34.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
34.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
34.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
34.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
34.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
33.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
33.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
33.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
33.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
33.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
33.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
33.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
33.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
33.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
33.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
33.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
32.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
32.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
32.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
32.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
32.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
32.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
32.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
32.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
32.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
32.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
32.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
32.3
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
32.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
32.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
32.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
32.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
32.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
32.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
31.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
31.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
31.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
31.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
31.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
31.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
31.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
31.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
31.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
31.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
31.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
31.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
31.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
31.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
31.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
30.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
30.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
30.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
30.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
30.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
30.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
30.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
30.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
30.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
30.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
30.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
30.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
30.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
30.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
30.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
29.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
29.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
29.7
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
29.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
29.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
29.6
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
29.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
29.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
29.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
29.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
29.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
29.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
28.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
28.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
28.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
28.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
28.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
28.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
28.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
28.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
28.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
28.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
28.6
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
28.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
28.5
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
28.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
28.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
28.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
28.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
28.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
28.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
28.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
28.3
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
28.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
28.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
28.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
28.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
28.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
28.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
27.9
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
27.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
27.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
27.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
27.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
27.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
27.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
27.7
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
27.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
27.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
27.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
27.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
27.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
27.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
27.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
27.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
27.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
27.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
27.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
27.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
27.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
26.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
26.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
26.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
26.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
26.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
26.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
26.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
26.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
26.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
26.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
26.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
26.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
26.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
26.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
26.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
26.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
26.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
26.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
26.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
26.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
26.1
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
26.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
26.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
26.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
25.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
25.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
25.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
25.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
25.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
25.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
25.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
25.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
25.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
25.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
25.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
25.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
25.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
25.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
25.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
25.2
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
25.2
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
25.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
25.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
25.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
24.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
24.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
24.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
24.7
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
24.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
24.6
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
24.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
24.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
24.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
24.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
24.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
24.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
24.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
24.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
24.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
24.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
24.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
24.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
24.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
24.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
24.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
24.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
24.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
23.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
23.9
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
23.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
23.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
23.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
23.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
23.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
23.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
23.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
23.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
23.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
23.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
23.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
23.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
23.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
23.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
23.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
23.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
23.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
23.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
23.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
23.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
23.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
22.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
22.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
22.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
22.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
22.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
22.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
22.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
22.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
22.6
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
22.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
22.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
22.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
22.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
22.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
22.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
22.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
22.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
22.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
22.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
22.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
22.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
22.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
21.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
21.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
21.6
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
21.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
21.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
21.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
21.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
21.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
21.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
21.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
21.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
21.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
21.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
21.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
21.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
20.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
20.9
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
20.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
20.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
20.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
20.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
20.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
20.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
20.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
20.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
20.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
20.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
20.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
20.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
20.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
20.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
20.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
20.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
20.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
20.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
19.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
19.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
19.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
19.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
19.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
19.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
19.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
19.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
19.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
19.6
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
19.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
19.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
19.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
19.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
19.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
19.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
19.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
19.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
19.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
19.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
19.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
19.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
19.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
18.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
18.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
18.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
18.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
18.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
18.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
18.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
18.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
18.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
18.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
18.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
18.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
18.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
18.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
18.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
18.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
18.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
18.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
18.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
18.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
18.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
17.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
17.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
17.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
17.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
17.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
17.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
17.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
17.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
17.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
17.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
17.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
17.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
17.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
17.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
17.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
17.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
17.0
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
16.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
16.9
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
16.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
16.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
16.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
16.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
16.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
16.5
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
16.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
16.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
16.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
16.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
16.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
16.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
15.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
15.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
15.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
15.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
15.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
15.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
15.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
15.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
15.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
15.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
14.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
14.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
14.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
14.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
14.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
14.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
14.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
14.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
14.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
13.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
13.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
13.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
12.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
12.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
12.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
12.3
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
12.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
11.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
11.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
11.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
11.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
11.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
10.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
10.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
10.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
10.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
9.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
9.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
9.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
9.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
9.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
9.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
8.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
8.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
8.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
8.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
8.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
8.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
7.9
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
7.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
6.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
6.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
6.4
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
6.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
5.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
4.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
4.5
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.
ARHGEF2 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
30.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
82.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
56.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
56.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
52.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
51.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
51.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
51.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
50.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
50.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
49.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
48.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
47.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
45.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
45.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
44.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
40.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
39.8
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
39.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
39.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
39.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
38.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
38.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
37.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
37.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
34.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
34.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
34.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
33.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
33.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
33.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
33.6
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
33.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
33.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
32.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
32.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
32.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
31.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
31.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
31.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
31.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
30.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
30.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
30.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
30.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
30.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
30.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
29.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
29.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
28.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
28.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
28.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
28.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
27.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
27.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
27.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
27.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
26.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
26.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
26.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
25.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
25.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
25.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
25.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
24.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
24.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
24.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
24.3
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
24.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
24.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
23.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
23.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
23.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
23.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
23.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
22.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
22.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
22.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
21.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
20.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
20.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
19.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
19.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
19.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
18.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
18.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
18.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
17.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
17.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
16.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
16.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
14.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
14.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
14.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
12.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
11.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
8.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
ARHGEF2 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
33.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
125.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
116.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
107.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
97.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
93.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
87.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
87.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
84.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
83.4
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
81.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
80.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
78.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
75.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
75.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
74.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
73.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
69.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
69.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
68.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
68.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
66.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
65.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
64.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
63.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
63.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
61.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
60.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
58.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
57.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
57.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
57.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
56.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
56.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
56.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
55.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
55.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
55.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
53.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
53.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
52.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
52.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
52.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
51.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
51.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
50.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
50.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
49.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
49.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
49.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
49.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
49.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
49.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
49.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
49.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
48.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
48.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
48.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
48.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
47.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
47.4
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
47.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
47.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
46.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
46.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
45.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
45.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
45.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
44.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
44.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
44.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
44.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
43.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
43.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
43.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
43.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
42.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
42.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
42.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
42.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
42.2
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
42.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
41.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
41.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
41.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
41.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
41.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
41.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
41.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
40.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
40.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
40.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
39.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
39.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
38.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
38.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
37.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
37.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
37.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
37.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
37.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
37.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
36.6
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
36.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
35.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
35.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
35.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
35.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
35.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
35.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
34.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
34.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
34.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
34.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
34.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
34.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
34.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
33.9
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
33.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
33.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
33.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
33.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
33.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
33.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
33.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
32.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
32.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
32.5
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
32.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
32.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
32.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
32.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
31.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
31.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
31.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
31.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
31.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
31.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
30.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
29.8
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
29.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
29.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
29.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
29.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
29.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
29.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
29.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
29.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
28.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
28.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
28.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
28.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
28.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
28.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
28.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
28.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
28.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
28.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
27.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
27.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
27.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
27.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
27.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
27.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
26.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
26.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
26.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
26.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
26.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
25.9
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
25.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
25.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
25.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
25.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
25.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
25.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
24.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
24.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
24.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
24.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
24.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
24.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
24.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
24.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
24.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
23.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
23.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
23.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
23.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
23.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
22.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
22.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
21.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
21.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
21.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
21.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
20.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
20.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
20.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
20.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
20.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
20.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
20.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
20.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
20.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
19.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
19.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
19.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
19.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
19.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
19.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
19.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
19.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
19.0
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
18.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
18.7
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
18.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
18.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
18.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
18.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
18.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
17.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
17.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
17.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
17.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
17.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
17.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
17.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
17.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
17.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
17.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
16.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
16.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
16.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
16.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
16.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
16.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
16.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
16.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
15.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
15.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
15.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
14.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
14.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
14.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
13.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
13.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
12.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
12.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
12.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
12.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
12.6
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
12.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
11.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
11.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
11.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
11.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
11.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
11.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
10.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
10.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
10.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
10.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
10.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
10.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
9.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
9.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
9.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
9.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
8.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
8.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
8.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
8.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
8.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
7.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
6.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
5.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
4.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
4.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
4.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
3.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
2.8
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001340003
Tumor
1.9
CPT0088550004
Tumor
1.0
CPT0001260009
Tumor
0.9
CPT0084560003
Tumor
0.7
CPT0012180003
Tumor
0.7
CPT0017410003
Tumor
0.7
CPT0081880003
Tumor
0.7
CPT0092730003
Tumor
0.6
CPT0017850003
Tumor
0.6
CPT0077490003
Tumor
0.6
CPT0088760003
Tumor
0.6
CPT0078510003
Tumor
0.6
CPT0075560003
Tumor
0.6
CPT0012080003
Tumor
0.6
CPT0092290003
Tumor
0.5
CPT0088630003
Tumor
0.5
CPT0000640003
Tumor
0.5
CPT0079410003
Tumor
0.5
CPT0075130003
Tumor
0.5
CPT0000780007
Tumor
0.5
CPT0065870003
Tumor
0.5
CPT0012550003
Tumor
0.5
CPT0066470004
Tumor
0.5
CPT0001180009
Tumor
0.5
CPT0063630003
Tumor
0.5
CPT0065690003
Tumor
0.5
CPT0021240003
Tumor
0.4
CPT0066480003
Tumor
0.4
CPT0015910003
Tumor
0.4
CPT0079380003
Tumor
0.4
CPT0071150004
Tumor
0.4
CPT0012370003
Tumor
0.4
CPT0081600003
Tumor
0.4
CPT0023690003
Tumor
0.4
CPT0001540009
Tumor
0.4
CPT0092790003
Tumor
0.4
CPT0025290003
Tumor
0.4
CPT0078990003
Tumor
0.4
CPT0009000003
Tumor
0.4
CPT0085670003
Tumor
0.4
CPT0076330003
Tumor
0.4
CPT0023350003
Tumor
0.3
CPT0007860003
Tumor
0.3
CPT0012670003
Tumor
0.3
CPT0002350011
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0006630003
Tumor
0.3
CPT0077110003
Tumor
0.3
CPT0092160003
Tumor
0.3
CPT0000870016
Tumor
0.3
CPT0088900003
Tumor
0.3
CPT0020120003
Tumor
0.3
CPT0025350003
Tumor
0.3
CPT0089020003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0075720003
Tumor
0.3
CPT0086030003
Tumor
0.3
CPT0014160003
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0065930003
Tumor
0.2
CPT0077320001
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0011240003
Tumor
0.2
CPT0006900003
Tumor
0.2
CPT0019990003
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0088690003
Tumor
0.2
CPT0025880003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0078830003
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0012280003
Tumor
0.2
CPT0079270003
Tumor
0.2
CPT0019130003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0014370004
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0087040003
Tumor
0.2
CPT0077310003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0079480003
Tumor
0.2
CPT0025050003
Tumor
0.2
CPT0079230003
Tumor
0.1
CPT0025580004
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0063320003
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0075170001
Normal
0.1
CPT0025170003
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0086360003
Tumor
0.1
CPT0065810003
Tumor
0.1
CPT0001270001
Normal
0.1
CPT0006440003
Tumor
0.0
CPT0065750003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0010120001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0086950003
Tumor
0.0
CPT0079510001
Normal
-0.1
CPT0015730003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0079300001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0014450004
Tumor
-0.2
CPT0018250001
Normal
-0.2
CPT0014470001
Normal
-0.2
CPT0088570001
Normal
-0.2
CPT0001500009
Tumor
-0.2
CPT0012900004
Tumor
-0.2
CPT0009020003
Normal
-0.2
CPT0012920003
Normal
-0.2
CPT0017450001
Normal
-0.2
CPT0002270011
Tumor
-0.2
CPT0012290003
Normal
-0.2
CPT0024670003
Tumor
-0.2
CPT0001190001
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0063330001
Normal
-0.3
CPT0000890001
Normal
-0.3
CPT0001510001
Normal
-0.3
CPT0065820001
Normal
-0.3
CPT0066520001
Normal
-0.3
CPT0019160001
Normal
-0.3
CPT0006530001
Normal
-0.3
CPT0078670001
Normal
-0.3
CPT0000660001
Normal
-0.3
CPT0088970003
Tumor
-0.3
CPT0020130001
Normal
-0.3
CPT0078530001
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0086830003
Normal
-0.3
CPT0075570001
Normal
-0.3
CPT0089040001
Normal
-0.4
CPT0088640003
Normal
-0.4
CPT0025920001
Normal
-0.4
CPT0078660003
Tumor
-0.4
CPT0013790003
Normal
-0.4
CPT0069010001
Normal
-0.4
CPT0063640001
Normal
-0.4
CPT0001230001
Normal
-0.4
CPT0086890003
Normal
-0.4
CPT0012090003
Normal
-0.4
CPT0064400001
Normal
-0.4
CPT0086970003
Normal
-0.4
CPT0082010001
Normal
-0.4
CPT0078940001
Normal
-0.4
CPT0024680001
Normal
-0.4
CPT0081620001
Normal
-0.4
CPT0010170001
Normal
-0.5
CPT0020020001
Normal
-0.5
CPT0025610001
Normal
-0.5
CPT0001350001
Normal
-0.5
CPT0088500001
Normal
-0.5
CPT0023360001
Normal
-0.5
CPT0077500001
Normal
-0.5
CPT0025060001
Normal
-0.5
CPT0007870001
Normal
-0.5
CPT0079430001
Normal
-0.5
CPT0088780001
Normal
-0.5
CPT0079000001
Normal
-0.5
CPT0086370003
Normal
-0.5
CPT0006950001
Normal
-0.5
CPT0076350001
Normal
-0.5
CPT0092310003
Normal
-0.5
CPT0007470001
Normal
-0.5
CPT0089480003
Normal
-0.5
CPT0092800003
Normal
-0.6
CPT0088920001
Normal
-0.6
CPT0023710001
Normal
-0.6
CPT0014350001
Normal
-0.6
CPT0087050003
Normal
-0.6
CPT0014130001
Normal
-0.6
CPT0009080003
Normal
-0.6
CPT0078840001
Normal
-0.6
CPT0006730001
Normal
-0.6
CPT0026420001
Normal
-0.6
CPT0012570003
Normal
-0.6
CPT0065450001
Normal
-0.6
CPT0077140001
Normal
-0.6
CPT0000790001
Normal
-0.6
CPT0092740003
Normal
-0.6
CPT0079180003
Tumor
-0.7
CPT0012770003
Normal
-0.7
CPT0066430001
Normal
-0.7
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
