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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.
PEF1 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
43.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
94.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
82.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
75.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
75.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
64.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
61.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
57.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
57.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
56.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
54.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
52.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
50.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
50.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
48.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
47.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
47.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
46.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
46.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
46.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
45.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
45.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
45.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
44.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
44.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
44.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
42.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
42.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
42.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
41.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
41.6
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
40.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
40.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
40.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
40.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
40.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
40.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
39.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
39.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
39.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
38.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
37.8
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
37.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
37.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
37.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
37.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
36.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
36.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
36.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
34.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
34.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
34.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
33.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
33.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
32.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
32.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
32.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
31.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
31.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
30.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
28.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
28.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
27.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
26.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 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.
PEF1 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
54.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
168.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
104.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
91.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
90.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
88.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
86.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
84.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
84.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
83.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
82.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
82.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
81.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
81.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
80.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
80.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
79.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
79.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
79.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
79.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
79.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
79.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
78.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
78.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
78.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
77.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
77.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
77.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
77.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
77.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
76.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
76.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
76.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
76.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
75.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
75.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
75.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
75.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
74.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
74.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
74.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
74.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
73.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
73.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
73.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
72.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
72.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
72.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
72.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
72.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
71.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
71.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
71.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
71.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
71.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
71.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
71.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
71.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
70.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
70.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
70.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
70.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
70.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
70.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
70.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
70.1
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
69.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
69.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
69.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
69.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
69.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
69.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
69.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
69.1
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
69.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
68.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
68.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
68.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
68.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
68.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
68.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
68.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
68.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
68.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
67.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
67.7
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
67.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
67.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
67.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
67.3
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
67.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
67.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
67.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
67.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
67.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
67.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
66.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
66.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
66.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
66.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
66.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
66.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
66.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
66.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
66.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
66.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
66.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
66.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
65.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
65.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
65.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
65.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
65.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
65.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
65.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
65.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
65.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
64.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
64.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
64.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
64.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
64.1
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
64.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
64.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
63.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
63.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
63.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
63.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
63.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
63.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
63.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
63.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
63.2
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
63.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
63.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
63.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
63.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
62.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
62.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
62.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
62.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
62.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
62.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
62.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
62.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
62.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
62.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
62.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
62.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
62.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
62.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
61.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
61.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
61.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
61.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
61.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
61.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
61.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
61.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
61.2
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
61.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
61.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
61.2
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
61.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
61.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
60.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
60.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
60.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
60.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
60.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
60.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
60.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
60.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
60.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
60.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
60.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
60.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
60.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
59.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
59.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
59.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
59.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
59.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
59.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
59.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
59.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
59.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
59.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
59.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
59.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
59.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
58.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
58.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
58.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
58.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
58.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
58.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
58.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
58.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
58.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
58.4
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
58.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
58.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
58.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
57.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
57.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
57.6
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
57.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
57.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
57.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
57.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
57.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
57.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
57.3
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
57.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
57.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
57.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
57.0
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
57.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
56.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
56.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
56.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
56.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
56.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
56.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
56.3
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
56.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
56.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
56.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
56.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
56.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
56.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
56.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
55.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
55.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
55.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
55.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
55.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
55.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
55.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
55.4
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
55.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
55.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
55.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
55.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
55.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
55.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
55.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
55.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
54.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
54.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
54.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
54.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
54.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
54.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
54.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
54.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
54.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
54.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
54.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
54.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
53.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
53.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
53.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
53.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
53.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
53.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
53.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
53.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
53.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
53.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
53.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
53.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
53.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
53.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
53.2
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
53.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
53.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
53.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
53.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
53.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
53.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
52.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
52.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
52.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
52.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
52.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
52.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
52.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
52.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
52.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
52.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
51.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
51.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
51.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
51.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
51.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
51.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
51.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
51.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
51.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
51.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
51.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
51.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
51.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
50.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
50.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
50.6
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
50.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
50.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
50.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
50.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
50.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
50.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
50.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
50.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
50.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
49.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
49.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
49.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
49.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
49.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
49.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
49.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
49.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
49.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
49.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
49.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
49.4
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
49.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
49.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
48.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
48.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
48.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
48.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
48.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
48.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
48.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
48.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
48.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
48.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
48.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
48.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
48.1
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
48.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
48.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
48.0
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
48.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
47.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
47.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
47.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
47.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
47.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
47.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
47.5
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
47.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
47.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
47.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
46.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
46.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
46.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
46.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
46.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
46.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
46.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
46.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
46.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
46.0
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
45.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
45.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
45.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
45.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
45.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
45.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
45.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
45.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
45.1
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
45.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
45.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
44.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
44.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
44.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
44.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
44.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
44.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
44.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
44.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
44.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
44.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
44.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
44.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
44.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
43.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
43.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
43.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
43.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
43.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
43.5
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
43.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
43.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
43.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
42.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
42.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
42.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
42.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
42.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
42.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
42.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
42.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
42.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
42.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
42.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
42.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
42.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
42.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
42.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
41.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
41.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
41.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
41.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
41.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
41.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
41.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
40.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
40.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
40.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
40.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
40.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
40.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
40.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
40.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
39.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
39.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
39.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
39.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
39.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
39.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
39.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
39.4
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
39.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
39.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
39.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
39.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
39.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
39.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
39.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
39.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
38.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
38.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
38.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
38.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
38.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
38.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
37.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
37.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
37.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
37.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
37.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
37.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
37.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
37.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
37.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
37.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
37.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
37.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
36.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
36.9
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
36.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
36.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
36.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
36.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
36.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
36.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
35.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
35.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
35.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
35.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
35.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
35.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
34.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
34.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
34.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
34.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
34.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
34.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
34.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
33.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
33.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
33.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
32.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
32.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
32.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
32.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
31.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
31.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
31.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
31.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
31.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
30.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
30.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
30.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
29.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
29.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
28.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
27.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
27.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
26.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
24.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
24.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
24.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
23.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
23.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
23.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
23.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
22.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
21.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
21.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
21.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
19.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
17.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
14.8
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 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.
PEF1 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
44.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
75.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
67.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
66.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
64.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
62.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
61.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
61.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
60.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
58.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
58.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
57.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
57.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
57.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
57.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
56.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
54.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
53.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
52.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
51.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
51.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
51.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
51.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
51.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
50.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
50.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
50.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
50.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
50.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
49.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
49.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
48.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
48.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
48.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
48.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
48.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
48.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
47.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
47.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
47.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
47.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
47.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
47.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
46.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
46.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
46.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
45.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
45.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
45.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
45.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
45.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
45.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
44.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
44.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
43.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
43.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
43.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
42.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
41.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
41.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
41.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
41.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
41.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
41.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
41.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
40.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
39.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
39.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
39.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
39.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
38.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
37.7
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
37.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
37.1
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
37.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
36.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
36.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
36.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
36.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
36.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
35.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
35.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
34.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
34.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
33.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
33.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
33.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
32.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
31.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
30.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
29.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
29.6
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
28.6
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
28.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
27.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
26.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
26.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
26.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
25.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
21.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
PEF1 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
55.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
185.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
112.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
102.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
98.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
97.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
93.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
86.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
85.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
84.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
83.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
82.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
81.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
81.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
81.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
80.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
79.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
79.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
79.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
79.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
79.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
79.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
78.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
78.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
77.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
77.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
77.3
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
76.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
75.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
75.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
75.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
75.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
75.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
75.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
74.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
74.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
74.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
74.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
72.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
72.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
72.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
71.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
71.7
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
71.4
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
71.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
71.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
70.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
70.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
70.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
70.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
69.2
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
69.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
69.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
68.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
68.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
68.3
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
68.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
68.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
67.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
67.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
67.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
67.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
67.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
67.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
67.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
67.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
66.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
66.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
66.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
65.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
65.3
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
64.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
64.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
64.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
64.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
64.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
64.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
63.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
63.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
63.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
63.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
62.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
62.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
62.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
62.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
61.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
61.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
61.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
61.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
61.5
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
61.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
61.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
61.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
61.0
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
61.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
60.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
60.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
60.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
60.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
60.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
60.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
60.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
60.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
59.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
59.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
59.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
59.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
59.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
59.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
59.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
59.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
58.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
58.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
58.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
58.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
58.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
58.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
58.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
58.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
58.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
57.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
57.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
57.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
57.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
57.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
57.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
56.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
56.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
56.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
56.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
56.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
56.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
55.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
55.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
55.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
55.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
55.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
55.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
54.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
54.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
54.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
54.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
54.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
54.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
54.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
53.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
53.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
53.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
53.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
53.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
53.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
52.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
52.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
52.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
52.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
51.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
51.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
51.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
51.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
51.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
51.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
50.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
50.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
50.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
50.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
50.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
50.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
50.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
50.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
50.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
49.9
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
49.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
49.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
49.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
49.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
49.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
49.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
49.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
49.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
49.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
48.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
48.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
48.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
47.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
47.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
47.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
47.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
47.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
47.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
46.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
46.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
46.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
46.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
46.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
45.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
45.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
45.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
45.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
45.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
45.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
44.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
44.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
44.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
44.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
44.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
43.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
43.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
43.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
43.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
43.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
43.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
43.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
43.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
43.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
42.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
42.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
42.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
42.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
42.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
42.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
42.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
42.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
42.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
42.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
42.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
41.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
41.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
41.6
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
41.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
41.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
41.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
41.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
41.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
41.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
41.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
41.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
40.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
40.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
39.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
39.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
39.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
39.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
39.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
39.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
38.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
38.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
38.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
37.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
37.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
37.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
36.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
36.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
36.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
36.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
36.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
35.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
35.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
35.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
35.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
35.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
35.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
35.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
34.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
34.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
34.6
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
33.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
33.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
31.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
31.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
29.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
29.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
28.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
28.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
27.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
27.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
26.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
26.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
25.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
21.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
14.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
13.7
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
12.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
12.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088970003
Tumor
0.9
CPT0011240003
Tumor
0.7
CPT0001340003
Tumor
0.6
CPT0078510003
Tumor
0.6
CPT0079180003
Tumor
0.6
CPT0001180009
Tumor
0.6
CPT0011410003
Tumor
0.5
CPT0025230003
Tumor
0.5
CPT0024670003
Tumor
0.5
CPT0025110003
Tumor
0.5
CPT0012080003
Tumor
0.5
CPT0012640003
Normal
0.4
CPT0024680001
Normal
0.4
CPT0077110003
Tumor
0.3
CPT0075560003
Tumor
0.3
CPT0065750003
Tumor
0.3
CPT0078800003
Tumor
0.3
CPT0066470004
Tumor
0.3
CPT0079300001
Normal
0.3
CPT0088480003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0012280003
Tumor
0.3
CPT0001230001
Normal
0.3
CPT0065930003
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0021240003
Tumor
0.3
CPT0023690003
Tumor
0.3
CPT0012370003
Tumor
0.3
CPT0081600003
Tumor
0.3
CPT0006630003
Tumor
0.3
CPT0010120001
Normal
0.3
CPT0066480003
Tumor
0.3
CPT0014450004
Tumor
0.3
CPT0069190001
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0006730001
Normal
0.2
CPT0086030003
Tumor
0.2
CPT0002370001
Normal
0.2
CPT0020120003
Tumor
0.2
CPT0012180003
Tumor
0.2
CPT0077310003
Tumor
0.2
CPT0017850003
Tumor
0.2
CPT0012920003
Normal
0.2
CPT0014370004
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0069160003
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0006440003
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0092190003
Normal
0.2
CPT0015810003
Tumor
0.2
CPT0079510001
Normal
0.2
CPT0010170001
Normal
0.2
CPT0012670003
Tumor
0.2
CPT0079430001
Normal
0.2
CPT0086890003
Normal
0.2
CPT0084560003
Tumor
0.2
CPT0009080003
Normal
0.2
CPT0002270011
Tumor
0.2
CPT0078990003
Tumor
0.2
CPT0018250001
Normal
0.2
CPT0087050003
Normal
0.2
CPT0012570003
Normal
0.2
CPT0025290003
Tumor
0.2
CPT0065810003
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0077140001
Normal
0.2
CPT0017450001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0012770003
Normal
0.2
CPT0076350001
Normal
0.1
CPT0064400001
Normal
0.1
CPT0007860003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0007470001
Normal
0.1
CPT0088690003
Tumor
0.1
CPT0069010001
Normal
0.1
CPT0075130003
Tumor
0.1
CPT0077500001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0025920001
Normal
0.1
CPT0078660003
Tumor
0.1
CPT0077490003
Tumor
0.1
CPT0081990003
Tumor
0.1
CPT0092290003
Tumor
0.1
CPT0007870001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0012550003
Tumor
0.1
CPT0001510001
Normal
0.1
CPT0088760003
Tumor
0.1
CPT0009060003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0088920001
Normal
0.1
CPT0086970003
Normal
0.1
CPT0075570001
Normal
0.1
CPT0079230003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0001190001
Normal
0.1
CPT0012290003
Normal
0.1
CPT0025610001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0078670001
Normal
0.1
CPT0023360001
Normal
0.1
CPT0078840001
Normal
0.1
CPT0088640003
Normal
0.1
CPT0025170003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0079480003
Tumor
0.1
CPT0078940001
Normal
0.1
CPT0001550001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0086830003
Normal
0.0
CPT0092790003
Tumor
0.0
CPT0077320001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0079000001
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0088500001
Normal
0.0
CPT0065820001
Normal
0.0
CPT0025880003
Tumor
0.0
CPT0023710001
Normal
0.0
CPT0019160001
Normal
0.0
CPT0088710001
Normal
0.0
CPT0092740003
Normal
0.0
CPT0019130003
Tumor
0.0
CPT0079270003
Tumor
0.0
CPT0000870016
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0000780007
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0010160003
Tumor
0.0
CPT0015730003
Tumor
0.0
CPT0026410003
Tumor
0.0
CPT0064370003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0089020003
Tumor
0.0
CPT0000660001
Normal
0.0
CPT0065430003
Tumor
0.0
CPT0092800003
Normal
0.0
CPT0075170001
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0000790001
Normal
0.0
CPT0086820003
Tumor
0.0
CPT0017410003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0023350003
Tumor
-0.1
CPT0063630003
Tumor
-0.1
CPT0010110003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0089460004
Tumor
-0.1
CPT0088780001
Normal
-0.1
CPT0089040001
Normal
-0.1
CPT0086370003
Normal
-0.1
CPT0001540009
Tumor
-0.1
CPT0014350001
Normal
-0.1
CPT0014160003
Tumor
-0.1
CPT0001350001
Normal
-0.1
CPT0086360003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0065450001
Normal
-0.1
CPT0078830003
Tumor
-0.1
CPT0063320003
Tumor
-0.1
CPT0006950001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0006900003
Tumor
-0.1
CPT0009020003
Normal
-0.1
CPT0002350011
Tumor
-0.1
CPT0001260009
Tumor
-0.1
CPT0076330003
Tumor
-0.2
CPT0026420001
Normal
-0.2
CPT0025350003
Tumor
-0.2
CPT0020130001
Normal
-0.2
CPT0025050003
Tumor
-0.2
CPT0009000003
Tumor
-0.2
CPT0025060001
Normal
-0.2
CPT0079380003
Tumor
-0.3
CPT0006530001
Normal
-0.3
CPT0088900003
Tumor
-0.3
CPT0071150004
Tumor
-0.3
CPT0079410003
Tumor
-0.3
CPT0020020001
Normal
-0.3
CPT0014130001
Normal
-0.3
CPT0012900004
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0066430001
Normal
-0.3
CPT0088550004
Tumor
-0.3
CPT0078530001
Normal
-0.4
CPT0065870003
Tumor
-0.4
CPT0086950003
Tumor
-0.5
CPT0007320003
Tumor
-0.5
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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.