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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.
EXOC4 is potential prognostic, high expression is unfavorable 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
11.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
31.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
28.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
28.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
19.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
18.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
17.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
17.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
16.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
16.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
16.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
16.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
15.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
15.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
15.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
14.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
13.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
13.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
13.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
12.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
12.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
12.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
12.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
11.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
11.8
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
11.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
11.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
11.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
11.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
11.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
11.0
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
11.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
10.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
10.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
10.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
10.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
9.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
9.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
9.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
9.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
9.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
9.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
9.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
9.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
8.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
8.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
8.8
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
8.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
7.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
7.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
7.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
6.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
6.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
6.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
6.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
5.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
5.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.5
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
5.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
EXOC4 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
23.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
82.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
63.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
57.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
47.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
45.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
44.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
44.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
44.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
43.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
43.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
42.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
41.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
41.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
40.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
40.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
40.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
40.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
40.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
39.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
38.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
38.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
38.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
38.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
38.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
38.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
37.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
37.8
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
37.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
37.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
37.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
37.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
37.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
36.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
36.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
36.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
36.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
36.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
36.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
36.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
35.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
35.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
35.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
35.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
35.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
35.4
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
35.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
35.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
35.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
35.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
35.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
34.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
34.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
34.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
34.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
34.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
34.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
34.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
33.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
33.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
33.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
33.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
33.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
33.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
33.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
33.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
33.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
33.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
33.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
33.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
33.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
32.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
32.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
32.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
32.7
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
32.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
32.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
32.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
32.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
32.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
32.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
32.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
32.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
32.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
31.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
31.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
31.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
31.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
31.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
31.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
31.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
31.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
31.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
31.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
31.1
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
31.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
31.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
30.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
30.8
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
30.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
30.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
30.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
30.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
30.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
30.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
30.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
30.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
30.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
29.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
29.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
29.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
29.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
29.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
29.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
29.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
29.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
29.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
29.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
29.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
29.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
29.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
29.3
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
29.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
29.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
28.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
28.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
28.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
28.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
28.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
28.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
28.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
28.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
28.7
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
28.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
28.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
28.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
28.3
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
28.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
28.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
28.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
28.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
28.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
28.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
28.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
28.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
27.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
27.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
27.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
27.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
27.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
27.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
27.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
27.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
27.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
27.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
27.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
27.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
27.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
27.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
27.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
27.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
27.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
27.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
27.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
27.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
27.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
27.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
27.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
27.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
27.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
27.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
27.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
26.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
26.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
26.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
26.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
26.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
26.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
26.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
26.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
26.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
26.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
26.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
26.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
26.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
26.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
26.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
26.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
26.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
26.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
26.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
26.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
26.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
26.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
26.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
26.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
26.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
26.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
26.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
26.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
26.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
25.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
25.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
25.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
25.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
25.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
25.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
25.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
25.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
25.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
25.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
25.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
25.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
25.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
25.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
25.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
25.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
25.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
25.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
25.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
25.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
25.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
25.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
25.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
25.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
24.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
24.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
24.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
24.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
24.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
24.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
24.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
24.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
24.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
24.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
24.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
24.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
24.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
24.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
24.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
24.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
24.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
24.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
24.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
24.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
24.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
24.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
24.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
24.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
24.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
23.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
23.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
23.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
23.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
23.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
23.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
23.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
23.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
23.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
23.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
23.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
23.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
23.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
23.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
23.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
23.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
23.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
22.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
22.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
22.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
22.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
22.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
22.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
22.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
22.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
22.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
22.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
22.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
22.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
22.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
22.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
22.3
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
22.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
22.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
22.3
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
22.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
22.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
22.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
22.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
21.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
21.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
21.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
21.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
21.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
21.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
21.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
21.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
21.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
21.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
21.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
21.5
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
21.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
21.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
21.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
21.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
21.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
21.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
21.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
21.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
21.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
21.0
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
20.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
20.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
20.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
20.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
20.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
20.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
20.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
20.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
20.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
20.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
20.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
20.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
20.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
20.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
20.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
20.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
20.1
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
20.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
20.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
20.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
20.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
20.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
19.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
19.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
19.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
19.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
19.8
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
19.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
19.8
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
19.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
19.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
19.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
19.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
19.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
19.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
19.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
19.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
18.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
18.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
18.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
18.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
18.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
18.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
18.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
18.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
18.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
18.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
18.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
18.2
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
18.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
18.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
18.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
17.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
17.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
17.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
17.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
17.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
17.6
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
17.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
17.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
17.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
17.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
17.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
17.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
17.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
17.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
17.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
17.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
17.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
17.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
17.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
17.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
17.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
16.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
16.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
16.8
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
16.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
16.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
16.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
16.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
16.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
16.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
16.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
16.5
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
16.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
16.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
16.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
16.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
16.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
16.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
15.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
15.8
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
15.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
15.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
15.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
15.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
15.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
15.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
15.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
15.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
15.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
15.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
15.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
15.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
14.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
14.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
14.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
14.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
14.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
14.5
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
14.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
14.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
14.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
14.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
14.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
14.3
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
14.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
14.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
14.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
13.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
13.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
13.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
13.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
13.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
13.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
13.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
13.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
13.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
13.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
13.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
13.3
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
13.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
13.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
13.2
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
13.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
13.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
13.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
13.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
13.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
12.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
12.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
12.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
12.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
12.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
12.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
12.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
12.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
12.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
12.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
12.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
12.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
12.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
11.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
11.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
11.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
11.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
11.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
11.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
11.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
11.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
11.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
11.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
10.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
10.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
10.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
10.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
10.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
10.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
10.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
10.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
10.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
10.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
10.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
10.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
10.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
10.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
10.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
9.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
9.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
9.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
8.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
8.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
8.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
8.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
8.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
8.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
8.1
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
8.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
7.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
7.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
7.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
7.0
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
6.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
6.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
6.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
6.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
6.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
5.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
5.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
5.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
4.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.8
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.
EXOC4 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
29.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
101.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
54.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
46.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
42.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
41.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
41.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
41.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
39.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
38.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
38.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
37.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
37.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
37.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
37.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
37.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
36.8
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
36.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
35.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
35.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
34.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
34.5
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
34.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
33.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
33.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
32.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
32.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
31.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
31.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
31.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
31.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
31.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
31.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
31.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
31.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
31.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
30.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
30.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
30.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
30.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
30.0
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
29.7
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
29.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
29.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
29.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
29.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
29.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
28.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
28.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
28.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
28.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
28.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
28.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
28.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
28.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
28.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
28.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
27.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
27.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
27.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
27.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
27.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
27.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
27.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
27.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
26.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
26.8
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
26.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
26.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
26.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
26.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
26.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
25.9
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
25.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
25.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
25.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
25.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
25.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
25.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
25.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
24.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
23.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
22.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
22.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
21.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
21.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
21.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
20.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
19.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
19.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
19.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
17.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
17.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
16.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
16.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
16.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
16.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
14.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
13.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
12.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 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.
EXOC4 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
27.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
88.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
74.1
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
73.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
68.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
66.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
64.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
61.5
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
59.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
58.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
56.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
53.7
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
53.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
53.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
53.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
53.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
53.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
53.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
51.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
47.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
47.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
47.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
46.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
46.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
45.9
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
45.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
44.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
44.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
44.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
44.0
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
44.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
43.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
43.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
42.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
42.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
42.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
41.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
41.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
41.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
41.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
41.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
40.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
40.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
40.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
40.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
40.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
39.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
39.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
39.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
39.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
39.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
38.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
38.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
38.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
38.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
38.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
38.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
37.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
37.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
37.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
37.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
37.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
36.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
36.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
36.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
36.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
35.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
35.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
35.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
35.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
35.5
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
35.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
35.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
35.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
35.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
34.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
34.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
34.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
34.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
34.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
33.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
33.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
33.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
33.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
33.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
32.9
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
32.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
32.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
32.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
32.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
32.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
32.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
32.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
31.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
31.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
31.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
30.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
30.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
30.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
30.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
30.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
30.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
30.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
29.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
29.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
29.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
29.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
29.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
29.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
29.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
29.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
29.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
29.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
29.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
29.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
28.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
28.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
28.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
28.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
28.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
28.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
28.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
28.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
28.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
28.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
27.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
27.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
27.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
27.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
27.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
27.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
27.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
26.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
26.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
26.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
26.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
26.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
26.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
26.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
26.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
26.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
25.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
25.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
25.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
25.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
25.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
24.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
24.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
24.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
24.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
24.7
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
24.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
24.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
24.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
24.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
24.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
24.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
24.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
24.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
24.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
24.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
24.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
24.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
23.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
23.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
23.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
23.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
23.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
23.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
23.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
23.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
23.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
23.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
22.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
22.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
22.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
22.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
22.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
22.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
22.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
21.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
21.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
21.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
21.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
21.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
21.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
21.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
21.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
21.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
21.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
21.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
21.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
21.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
20.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
20.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
20.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
20.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
20.0
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.6
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
19.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
19.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
19.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
19.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
19.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
18.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
18.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
18.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
18.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
18.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
18.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
18.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
18.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
17.9
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
17.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
17.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
17.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
17.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
17.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
17.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
16.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
16.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
16.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
16.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
16.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
16.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
15.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
15.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
15.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
15.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
15.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
15.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
15.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
15.4
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
15.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
15.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
15.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
15.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
14.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
14.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
14.4
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
14.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
14.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
14.2
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
14.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
14.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
14.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
14.1
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
14.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
14.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
14.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
13.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
13.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
13.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
13.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
13.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
13.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
12.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
12.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
12.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
12.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
11.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
11.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
11.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
11.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
11.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
11.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
11.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
11.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
11.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
10.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
10.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
10.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
10.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
9.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
9.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
8.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
7.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
7.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
6.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
5.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078800003
Tumor
0.8
CPT0079180003
Tumor
0.6
CPT0011410003
Tumor
0.6
CPT0002270011
Tumor
0.5
CPT0026410003
Tumor
0.4
CPT0014450004
Tumor
0.4
CPT0086950003
Tumor
0.4
CPT0078660003
Tumor
0.4
CPT0077110003
Tumor
0.4
CPT0019130003
Tumor
0.4
CPT0088970003
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0025230003
Tumor
0.4
CPT0001340003
Tumor
0.3
CPT0021240003
Tumor
0.3
CPT0012280003
Tumor
0.3
CPT0001270001
Normal
0.3
CPT0024670003
Tumor
0.3
CPT0086870003
Tumor
0.3
CPT0079270003
Tumor
0.3
CPT0007320003
Tumor
0.3
CPT0065810003
Tumor
0.3
CPT0066470004
Tumor
0.3
CPT0078510003
Tumor
0.3
CPT0085670003
Tumor
0.3
CPT0012370003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0079480003
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0001180009
Tumor
0.2
CPT0084560003
Tumor
0.2
CPT0088630003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0006630003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0000640003
Tumor
0.2
CPT0075170001
Normal
0.2
CPT0077320001
Normal
0.2
CPT0025880003
Tumor
0.2
CPT0010160003
Tumor
0.2
CPT0001190001
Normal
0.2
CPT0025170003
Tumor
0.2
CPT0025050003
Tumor
0.2
CPT0006440003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0078990003
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0092290003
Tumor
0.2
CPT0009000003
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0017450001
Normal
0.2
CPT0086820003
Tumor
0.2
CPT0086360003
Tumor
0.1
CPT0017850003
Tumor
0.1
CPT0012640003
Normal
0.1
CPT0014370004
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0069160003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0081600003
Tumor
0.1
CPT0023350003
Tumor
0.1
CPT0012570003
Normal
0.1
CPT0079510001
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0092730003
Tumor
0.1
CPT0007860003
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0079380003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0025580004
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0025290003
Tumor
0.1
CPT0088550004
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0065750003
Tumor
0.1
CPT0088690003
Tumor
0.1
CPT0006900003
Tumor
0.1
CPT0023690003
Tumor
0.1
CPT0086030003
Tumor
0.1
CPT0077490003
Tumor
0.1
CPT0010120001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0001220008
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0012550003
Tumor
0.1
CPT0075560003
Tumor
0.1
CPT0089020003
Tumor
0.1
CPT0079430001
Normal
0.1
CPT0075130003
Tumor
0.1
CPT0081880003
Tumor
0.1
CPT0088760003
Tumor
0.0
CPT0092190003
Normal
0.0
CPT0064370003
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0065820001
Normal
0.0
CPT0076350001
Normal
0.0
CPT0086890003
Normal
0.0
CPT0088640003
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0081990003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0079300001
Normal
0.0
CPT0012180003
Tumor
0.0
CPT0063330001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0000870016
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0011240003
Tumor
0.0
CPT0012670003
Tumor
0.0
CPT0077310003
Tumor
0.0
CPT0075570001
Normal
0.0
CPT0088570001
Normal
0.0
CPT0086970003
Normal
0.0
CPT0086830003
Normal
0.0
CPT0014160003
Tumor
0.0
CPT0088710001
Normal
0.0
CPT0014130001
Normal
0.0
CPT0082010001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0065930003
Tumor
0.0
CPT0001260009
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0012900004
Tumor
0.0
CPT0092790003
Tumor
0.0
CPT0063640001
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0025060001
Normal
0.0
CPT0066520001
Normal
0.0
CPT0088500001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0012090003
Normal
0.0
CPT0089040001
Normal
0.0
CPT0001350001
Normal
0.0
CPT0000790001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0001230001
Normal
0.0
CPT0000660001
Normal
0.0
CPT0026420001
Normal
0.0
CPT0065450001
Normal
0.0
CPT0025920001
Normal
0.0
CPT0001550001
Normal
0.0
CPT0077140001
Normal
0.0
CPT0019990003
Tumor
-0.1
CPT0088920001
Normal
-0.1
CPT0087050003
Normal
-0.1
CPT0001510001
Normal
-0.1
CPT0014350001
Normal
-0.1
CPT0066430001
Normal
-0.1
CPT0015910003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0007870001
Normal
-0.1
CPT0071150004
Tumor
-0.1
CPT0009020003
Normal
-0.1
CPT0078940001
Normal
-0.1
CPT0000890001
Normal
-0.1
CPT0092740003
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0077500001
Normal
-0.1
CPT0019160001
Normal
-0.1
CPT0024680001
Normal
-0.1
CPT0012770003
Normal
-0.1
CPT0023710001
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0078670001
Normal
-0.1
CPT0025610001
Normal
-0.1
CPT0069010001
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0014470001
Normal
-0.1
CPT0006730001
Normal
-0.2
CPT0089480003
Normal
-0.2
CPT0010170001
Normal
-0.2
CPT0063630003
Tumor
-0.2
CPT0020120003
Tumor
-0.2
CPT0020020001
Normal
-0.2
CPT0086370003
Normal
-0.2
CPT0017410003
Tumor
-0.2
CPT0078530001
Normal
-0.2
CPT0078840001
Normal
-0.2
CPT0081620001
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0076330003
Tumor
-0.2
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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
