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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.
RAF1 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
43.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
94.2
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
89.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
84.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
82.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
76.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
75.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
75.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
73.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
71.8
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
66.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
62.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
61.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
61.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
61.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
60.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
58.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
57.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
57.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
56.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
52.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
51.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
51.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
49.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
48.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
47.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
46.2
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
45.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
44.1
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
42.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
40.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
38.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
38.8
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
37.8
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
37.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
37.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
36.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
36.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
35.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
34.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
32.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
31.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
30.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
29.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
28.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
28.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
28.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
28.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
26.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
25.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
24.8
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
24.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
23.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
23.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
21.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
21.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
20.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
20.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
20.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
18.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
18.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
18.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
15.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
12.4
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 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.
RAF1 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
25.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
65.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
63.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
60.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
60.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
59.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
56.2
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
54.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
51.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
50.6
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
49.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
48.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
48.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
48.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
46.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
46.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
45.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
44.2
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
44.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
43.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
43.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
42.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
42.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
42.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
42.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
41.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
41.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
40.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
40.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
40.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
39.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
39.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
38.6
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
38.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
38.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
37.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
37.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
37.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
37.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
37.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
37.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
37.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
37.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
36.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
36.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
36.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
36.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
36.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
36.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
36.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
36.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
36.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
35.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
35.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
35.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
35.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
35.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
34.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
34.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
34.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
34.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
34.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
34.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
33.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
33.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
33.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
33.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
33.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
33.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
33.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
32.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
32.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
32.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
32.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
32.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
32.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
32.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
32.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
32.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
32.7
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
32.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
32.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
32.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
32.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
32.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
32.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
32.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
32.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
32.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
32.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
32.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
32.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
32.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
32.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
32.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
32.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
31.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
31.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
31.8
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
31.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
31.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
31.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
31.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
31.6
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
31.6
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
31.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
31.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
31.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
31.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
31.1
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
31.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
31.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
31.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
31.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
31.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
31.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
31.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
31.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
31.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
30.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
30.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
30.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
30.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
30.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
30.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
30.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
30.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
30.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
30.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
30.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
30.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
30.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
30.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
30.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
30.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
30.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
30.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
30.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
30.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
29.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
29.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
29.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
29.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
29.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
29.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
29.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
29.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
29.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
29.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
29.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
29.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
29.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
29.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
29.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
29.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
29.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
28.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
28.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
28.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
28.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
28.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
28.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
28.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
28.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
28.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
28.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
28.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
28.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
28.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
28.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
28.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
28.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
28.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
28.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
28.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
28.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
28.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
28.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
28.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
28.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
28.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
28.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
27.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
27.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
27.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
27.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
27.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
27.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
27.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
27.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
27.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
27.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
27.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
27.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
27.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
27.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
27.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
27.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
27.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
27.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
27.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
27.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
27.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
27.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
27.1
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
27.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
26.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
26.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
26.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
26.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
26.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
26.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
26.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
26.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
26.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
26.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
26.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
26.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
26.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
26.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
26.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
26.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
26.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
26.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
26.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
26.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
26.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
26.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
26.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
26.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
26.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
26.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
26.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
26.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
26.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
26.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
26.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
26.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
26.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
26.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
25.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
25.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
25.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
25.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
25.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
25.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
25.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
25.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
25.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
25.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
25.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
25.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
25.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
25.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
25.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
25.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
25.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
25.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
25.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
25.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
25.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
25.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
25.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
25.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
25.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
25.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
25.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
25.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
24.9
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
24.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
24.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
24.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
24.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
24.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
24.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
24.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
24.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
24.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
24.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
24.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
24.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
24.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
24.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
24.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
24.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
24.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
24.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
24.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
24.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
24.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
24.3
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
24.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
24.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
24.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
24.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
24.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
24.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
24.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
24.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
24.0
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
23.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
23.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
23.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
23.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
23.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
23.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
23.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
23.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
23.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
23.6
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
23.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
23.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
23.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
23.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
23.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
23.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
23.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
23.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
23.4
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
23.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
23.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
23.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
23.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
23.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
23.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
23.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
22.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
22.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
22.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
22.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
22.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
22.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
22.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
22.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
22.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
22.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
22.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
22.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
22.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
22.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
22.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
22.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
22.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
22.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
22.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
22.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
22.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
21.9
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
21.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
21.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
21.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
21.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
21.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
21.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
21.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
21.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
21.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
21.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
21.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
21.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
21.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
21.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
21.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
21.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
21.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
21.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
21.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
21.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
20.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
20.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
20.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
20.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
20.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
20.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
20.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
20.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
20.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
20.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
20.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
20.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
20.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
20.1
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
20.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
20.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
19.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
19.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
19.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
19.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
19.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
19.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
19.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
19.6
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
19.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
19.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
19.4
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
19.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
19.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
19.2
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
19.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
19.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
19.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
19.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
19.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
18.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
18.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
18.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
18.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
18.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
18.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
18.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
18.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
18.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
18.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
18.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
18.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
17.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
17.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
17.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
17.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
17.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
17.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
17.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
17.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
17.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
17.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
16.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
16.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
16.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
16.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
16.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
16.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
16.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
16.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
16.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
16.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
16.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
16.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
15.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
15.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
15.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
15.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
15.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
15.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
15.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
15.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
15.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
15.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
14.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
14.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
14.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
14.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
14.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
14.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
14.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
14.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
14.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
14.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
14.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
14.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
14.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
14.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
14.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
14.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
13.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
13.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
13.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
13.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
13.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
13.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
13.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
13.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
13.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
13.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
13.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
13.1
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
13.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
13.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
13.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
12.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
12.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
12.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
12.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
12.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
11.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
11.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
11.4
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
10.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
10.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.8
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
10.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
10.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
10.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
10.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
9.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
9.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
9.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
9.3
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
8.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
8.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
8.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
8.1
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
8.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
8.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
7.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
7.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
7.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
6.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RAF1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
29.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
51.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
49.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
47.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
46.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
46.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
46.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
42.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
42.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
40.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
40.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
40.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
39.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
38.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
38.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
38.1
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
37.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
37.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
37.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
36.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
36.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
36.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
36.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
35.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
35.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
35.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
35.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
34.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
33.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
33.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
33.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
33.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
33.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
33.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
32.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
32.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
32.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
31.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
31.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
31.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
31.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
31.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
31.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
30.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
30.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
30.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
30.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
30.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
30.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
29.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
29.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
29.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
29.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
29.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
29.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
28.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
28.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
28.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
28.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
28.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
28.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
28.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
27.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
27.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
27.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
26.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
26.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
25.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
25.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
24.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
24.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
24.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
23.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
23.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
23.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
22.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
22.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
22.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
22.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
22.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
22.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
21.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
21.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
21.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
21.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
21.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
20.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
20.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
19.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
19.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
18.1
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
17.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
16.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
12.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
12.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
11.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 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.
RAF1 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
27.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
80.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
66.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
64.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
57.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
57.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
57.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
57.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
55.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
53.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
51.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
51.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
51.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
50.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
50.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
50.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
49.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
49.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
49.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
47.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
46.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
46.8
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
46.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
46.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
46.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
45.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
45.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
45.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
45.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
45.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
44.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
44.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
43.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
43.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
43.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
43.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
43.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
42.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
42.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
42.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
42.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
42.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
42.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
41.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
41.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
41.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
40.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
40.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
40.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
40.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
40.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
40.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
39.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
39.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
38.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
38.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
38.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
38.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
38.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
38.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
37.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
37.6
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
37.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
37.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
36.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
36.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
36.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
36.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
36.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
36.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
36.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
36.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
36.1
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
35.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
35.7
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
35.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
35.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
35.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
35.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
35.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
34.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
34.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
34.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
34.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
34.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
34.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
34.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
34.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
33.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
33.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
33.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
33.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
33.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
33.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
33.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
32.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
32.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
32.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
32.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
32.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
32.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
32.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
32.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
32.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
32.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
31.6
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
31.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
31.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
31.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
31.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
30.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
30.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
30.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
30.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
30.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
30.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
30.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
30.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
30.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
29.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
29.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
29.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
29.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
29.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
29.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
29.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
29.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
29.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
29.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
29.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
28.9
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
28.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
28.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
28.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
28.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
28.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
28.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
27.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
27.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
27.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
27.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
27.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
27.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
27.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
27.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
26.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
26.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
26.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
26.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
26.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
26.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
26.0
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
25.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
25.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
25.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
25.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
25.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
25.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
25.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
25.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
24.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
24.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
24.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
24.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
24.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
24.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
24.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
24.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
23.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
23.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
23.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
23.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
23.5
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
23.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
23.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
23.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
23.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
23.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
22.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
22.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
22.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
22.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
22.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
22.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
22.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
22.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
21.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
21.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
21.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
21.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
21.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
21.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
21.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
21.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
21.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
21.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
20.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
20.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
20.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
19.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
19.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
19.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
19.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
18.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
18.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
18.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
18.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
18.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
17.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
17.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
17.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
17.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
17.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
17.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
17.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
17.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
17.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
17.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
16.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
16.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
16.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
16.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
16.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
15.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
15.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
15.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
15.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
15.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
15.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
15.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
15.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
15.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
14.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
14.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
14.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
14.5
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
14.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
14.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
14.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
13.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
13.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
13.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
13.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
13.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
13.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
13.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
13.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
13.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
13.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
12.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
12.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
12.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
12.7
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
12.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
12.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
12.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
12.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
12.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
11.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
11.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
11.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
11.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
11.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
11.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
10.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
10.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
9.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
9.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
9.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
9.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
9.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
8.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
8.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
8.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
8.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
8.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
8.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
6.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
6.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
6.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.9
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0079180003
Tumor
0.6
CPT0078660003
Tumor
0.6
CPT0012550003
Tumor
0.4
CPT0088690003
Tumor
0.4
CPT0015730003
Tumor
0.3
CPT0088970003
Tumor
0.3
CPT0023350003
Tumor
0.3
CPT0079510001
Normal
0.3
CPT0088550004
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0020130001
Normal
0.3
CPT0025060001
Normal
0.3
CPT0069160003
Tumor
0.3
CPT0000790001
Normal
0.3
CPT0077140001
Normal
0.3
CPT0092740003
Normal
0.3
CPT0011410003
Tumor
0.3
CPT0078840001
Normal
0.2
CPT0001340003
Tumor
0.2
CPT0081620001
Normal
0.2
CPT0001230001
Normal
0.2
CPT0026410003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0007870001
Normal
0.2
CPT0000640003
Tumor
0.2
CPT0001350001
Normal
0.2
CPT0088640003
Normal
0.2
CPT0014350001
Normal
0.2
CPT0009080003
Normal
0.2
CPT0089480003
Normal
0.2
CPT0066430001
Normal
0.2
CPT0078670001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0081880003
Tumor
0.2
CPT0025920001
Normal
0.2
CPT0065450001
Normal
0.2
CPT0086370003
Normal
0.2
CPT0014130001
Normal
0.2
CPT0006950001
Normal
0.2
CPT0086030003
Tumor
0.2
CPT0088920001
Normal
0.2
CPT0079000001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0006730001
Normal
0.2
CPT0092800003
Normal
0.2
CPT0063640001
Normal
0.2
CPT0019160001
Normal
0.2
CPT0000890001
Normal
0.2
CPT0075570001
Normal
0.2
CPT0026420001
Normal
0.2
CPT0012090003
Normal
0.1
CPT0065930003
Tumor
0.1
CPT0076350001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0012770003
Normal
0.1
CPT0079300001
Normal
0.1
CPT0092310003
Normal
0.1
CPT0013790003
Normal
0.1
CPT0079480003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0078940001
Normal
0.1
CPT0001270001
Normal
0.1
CPT0023710001
Normal
0.1
CPT0002370001
Normal
0.1
CPT0007470001
Normal
0.1
CPT0001550001
Normal
0.1
CPT0087050003
Normal
0.1
CPT0078530001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0000660001
Normal
0.1
CPT0000870016
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0001510001
Normal
0.1
CPT0086950003
Tumor
0.1
CPT0012290003
Normal
0.1
CPT0082010001
Normal
0.1
CPT0079430001
Normal
0.1
CPT0088780001
Normal
0.1
CPT0001260009
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0088500001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0014470001
Normal
0.1
CPT0012570003
Normal
0.1
CPT0086970003
Normal
0.1
CPT0088710001
Normal
0.1
CPT0002270011
Tumor
0.1
CPT0001190001
Normal
0.1
CPT0086830003
Normal
0.1
CPT0006630003
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0077310003
Tumor
0.1
CPT0023360001
Normal
0.1
CPT0017450001
Normal
0.1
CPT0071150004
Tumor
0.1
CPT0006440003
Tumor
0.0
CPT0078510003
Tumor
0.0
CPT0020020001
Normal
0.0
CPT0088570001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0010170001
Normal
0.0
CPT0025880003
Tumor
0.0
CPT0065750003
Tumor
0.0
CPT0088480003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0012280003
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0064400001
Normal
0.0
CPT0088630003
Tumor
0.0
CPT0092190003
Normal
0.0
CPT0065870003
Tumor
0.0
CPT0079270003
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0086890003
Normal
0.0
CPT0089040001
Normal
0.0
CPT0021240003
Tumor
0.0
CPT0075170001
Normal
0.0
CPT0078990003
Tumor
0.0
CPT0015910003
Tumor
0.0
CPT0063320003
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0066520001
Normal
0.0
CPT0077490003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0078930003
Tumor
0.0
CPT0079410003
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0077110003
Tumor
0.0
CPT0025050003
Tumor
0.0
CPT0025290003
Tumor
0.0
CPT0024680001
Normal
0.0
CPT0001180009
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0025350003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0086870003
Tumor
0.0
CPT0025230003
Tumor
0.0
CPT0065430003
Tumor
0.0
CPT0075560003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0010120001
Normal
-0.1
CPT0014450004
Tumor
-0.1
CPT0002350011
Tumor
-0.1
CPT0078830003
Tumor
-0.1
CPT0010110003
Tumor
-0.1
CPT0078800003
Tumor
-0.1
CPT0012180003
Tumor
-0.1
CPT0000780007
Tumor
-0.1
CPT0089020003
Tumor
-0.1
CPT0025110003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0019130003
Tumor
-0.1
CPT0086820003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0092730003
Tumor
-0.1
CPT0063630003
Tumor
-0.1
CPT0064370003
Tumor
-0.1
CPT0001220008
Tumor
-0.1
CPT0011240003
Tumor
-0.1
CPT0007320003
Tumor
-0.1
CPT0012080003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0009000003
Tumor
-0.1
CPT0081990003
Tumor
-0.1
CPT0009060003
Tumor
-0.1
CPT0066480003
Tumor
-0.1
CPT0069000003
Tumor
-0.1
CPT0088900003
Tumor
-0.1
CPT0084560003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0025580004
Tumor
-0.1
CPT0087040003
Tumor
-0.1
CPT0079380003
Tumor
-0.1
CPT0065690003
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0010160003
Tumor
-0.1
CPT0007860003
Tumor
-0.1
CPT0085670003
Tumor
-0.2
CPT0014370004
Tumor
-0.2
CPT0092160003
Tumor
-0.2
CPT0017410003
Tumor
-0.2
CPT0075130003
Tumor
-0.2
CPT0023690003
Tumor
-0.2
CPT0089460004
Tumor
-0.2
CPT0076330003
Tumor
-0.2
CPT0012900004
Tumor
-0.2
CPT0012670003
Tumor
-0.3
CPT0019990003
Tumor
-0.3
CPT0066470004
Tumor
-0.3
CPT0017850003
Tumor
-0.3
CPT0006900003
Tumor
-0.4
CPT0092290003
Tumor
-0.4
CPT0014160003
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.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
