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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.
VGLL4 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
40.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
113.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
102.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
81.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
77.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
74.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
68.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
66.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
63.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
62.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
60.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
59.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
58.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
56.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
50.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
50.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
48.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
47.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
45.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
45.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
45.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
44.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
44.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
43.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
41.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
41.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
41.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
39.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
39.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
38.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
38.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
36.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
36.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
35.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
35.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
35.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
35.5
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
35.1
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
34.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
33.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
31.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
31.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
31.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
30.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
30.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
30.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
29.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
28.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
27.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
25.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
25.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
24.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
21.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
20.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
20.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
20.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
20.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
20.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
19.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
19.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
18.5
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
17.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
12.4
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
5.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
VGLL4 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
26.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
89.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
88.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
75.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
67.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
67.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
66.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
63.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
62.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
59.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
59.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
59.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
57.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
57.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
57.1
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
56.3
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
55.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
55.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
55.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
54.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
54.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
54.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
52.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
51.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
50.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
50.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
49.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
49.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
49.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
48.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
48.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
48.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
48.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
47.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
47.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
46.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
46.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
46.2
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
46.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
46.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
45.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
45.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
45.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
45.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
45.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
45.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
45.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
45.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
45.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
44.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
44.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
43.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
43.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
42.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
42.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
41.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
41.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
41.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
40.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
40.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
40.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
40.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
40.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
39.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
39.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
39.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
39.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
38.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
38.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
38.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
38.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
38.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
38.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
38.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
38.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
38.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
38.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
37.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
37.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
37.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
37.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
36.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
36.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
36.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
36.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
36.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
36.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
35.9
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
35.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
35.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
35.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
35.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
35.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
35.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
35.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
34.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
34.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
34.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
34.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
34.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
34.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
34.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
34.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
34.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
34.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
34.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
34.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
34.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
33.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
33.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
33.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
33.7
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
33.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
33.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
33.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
33.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
33.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
33.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
32.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
32.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
32.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
32.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
32.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
32.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
32.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
32.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
32.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
32.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
32.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
32.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
32.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
31.9
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
31.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
31.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
31.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
31.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
31.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
31.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
31.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
31.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
31.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
31.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
30.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
30.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
30.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
30.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
30.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
30.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
30.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
30.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
30.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
30.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
30.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
30.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
30.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
30.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
30.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
30.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
30.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
29.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
29.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
29.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
29.7
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
29.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
29.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
29.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
29.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
29.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
29.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
29.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
29.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
29.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
28.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
28.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
28.6
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
28.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
28.4
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
28.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
28.3
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
28.2
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
28.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
28.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
28.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
28.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
28.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
27.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
27.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
27.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
27.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
27.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
27.7
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
27.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
27.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
27.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
27.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
27.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
27.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
27.4
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
27.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
27.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
27.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
27.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
27.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
27.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
27.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
27.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
27.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
26.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
26.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
26.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
26.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
26.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
26.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
26.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
26.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
26.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
26.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
26.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
26.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
26.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
26.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
26.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
26.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
26.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
26.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
26.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
26.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
26.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
26.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
26.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
26.0
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
26.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
25.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
25.7
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
25.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
25.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
25.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
25.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
25.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
25.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
25.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
25.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
25.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
25.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
25.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
25.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
25.0
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
24.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
24.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
24.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
24.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
24.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
24.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
24.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
24.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
24.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
24.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
24.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
24.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
24.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
24.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
24.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
24.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
24.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
24.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
24.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
24.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
24.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
23.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
23.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
23.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
23.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
23.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
23.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
23.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
23.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
23.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
23.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
23.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
23.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
23.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
23.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
22.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
22.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
22.8
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
22.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
22.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
22.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
22.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
22.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
22.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
22.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
22.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
22.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
22.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
22.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
22.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
22.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
22.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
22.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
22.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
22.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
22.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
22.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
22.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
22.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
22.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
22.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
21.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
21.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
21.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
21.9
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
21.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
21.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
21.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
21.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
21.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
21.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
21.7
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
21.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
21.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
21.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
21.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
21.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
21.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
21.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
21.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
21.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
21.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
21.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
21.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
21.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
21.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
21.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
21.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
21.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
21.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
21.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
21.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
20.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
20.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
20.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
20.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
20.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
20.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
20.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
20.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
20.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
20.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
20.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
20.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
20.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
20.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
20.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
20.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
20.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
20.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
20.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
20.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
20.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
20.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
19.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
19.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
19.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
19.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
19.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
19.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
19.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
19.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
19.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
19.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
19.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
19.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
19.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
18.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
18.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
18.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
18.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
18.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
18.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
18.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
18.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
18.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
18.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
18.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
18.6
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
18.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
18.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
18.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.4
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
18.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
18.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
18.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
18.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
18.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
18.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
18.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
18.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
18.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
17.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
17.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
17.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
17.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
17.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
17.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
17.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
17.3
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
17.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
17.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
17.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
17.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
17.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
17.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
16.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
16.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
16.6
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
16.3
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
16.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
16.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
16.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
16.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
16.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
16.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
15.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
15.9
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
15.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
15.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
15.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
15.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
15.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
15.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
15.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
15.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
15.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
15.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
15.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
15.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
15.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
15.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
15.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
15.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
15.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
15.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
15.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
15.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
15.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
15.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
15.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
15.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
14.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
14.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
14.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
14.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
14.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
14.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
14.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
13.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
13.5
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
13.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
13.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
13.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
13.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
12.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
12.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
12.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
12.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
12.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
12.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
12.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
12.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
12.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
12.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
11.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
11.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
11.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
11.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
11.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
10.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
10.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
10.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
10.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
10.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
10.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
10.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
9.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
9.8
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
9.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
9.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
9.4
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
9.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
9.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
9.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
8.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
8.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
8.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
7.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
7.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
6.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
5.9
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
5.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
5.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
5.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
5.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
4.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.8
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.
VGLL4 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
33.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
102.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
74.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
66.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
62.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
55.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
53.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
52.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
51.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
50.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
50.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
47.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
46.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
46.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
45.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
45.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
45.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
45.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
44.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
44.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
44.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
44.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
43.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
42.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
41.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
41.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
40.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
40.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
40.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
39.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
39.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
39.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
38.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
38.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
38.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
37.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
37.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
37.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
36.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
36.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
35.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
35.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
34.5
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
34.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
33.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
32.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
32.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
32.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
32.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
32.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
32.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
32.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
31.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
31.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
31.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
30.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
30.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
30.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
29.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
29.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
29.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
29.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
28.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
27.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
27.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
27.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
26.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
26.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
25.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
25.6
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
25.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
25.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
25.1
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
24.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
24.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
24.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
23.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
23.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
23.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
23.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
22.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
22.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
22.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
22.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
22.0
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
21.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
20.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
20.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
19.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
18.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
18.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
18.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
17.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
16.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
16.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
16.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
15.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
12.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 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.
VGLL4 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
60.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
668.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
527.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
227.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
178.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
177.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
173.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
163.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
159.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
153.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
139.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
135.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
126.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
122.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
121.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
121.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
118.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
115.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
113.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
113.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
113.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
112.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
111.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
111.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
111.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
110.0
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
110.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
107.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
105.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
103.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
102.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
102.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
102.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
99.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
98.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
97.5
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
96.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
96.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
95.6
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
95.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
95.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
95.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
91.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
91.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
90.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
89.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
88.4
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
88.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
87.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
83.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
82.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
81.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
81.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
81.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
79.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
79.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
78.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
78.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
77.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
76.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
75.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
75.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
74.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
74.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
74.8
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
74.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
73.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
73.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
72.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
72.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
72.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
72.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
72.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
71.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
71.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
71.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
69.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
69.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
69.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
69.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
69.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
68.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
68.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
68.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
68.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
68.1
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
68.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
66.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
65.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
65.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
65.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
64.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
64.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
63.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
63.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
63.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
62.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
62.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
62.7
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
62.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
61.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
61.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
61.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
61.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
60.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
60.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
60.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
60.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
60.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
59.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
59.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
59.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
58.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
58.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
58.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
57.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
57.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
57.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
57.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
56.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
56.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
55.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
55.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
55.4
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
55.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
55.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
54.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
54.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
54.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
53.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
53.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
53.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
53.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
52.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
52.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
52.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
51.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
50.3
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
50.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
50.3
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
50.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
50.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
49.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
49.9
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
49.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
49.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
49.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
49.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
48.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
47.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
47.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
47.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
47.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
46.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
46.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
46.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
46.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
45.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
45.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
45.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
45.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
45.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
44.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
44.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
44.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
43.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
43.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
43.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
43.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
43.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
43.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
43.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
43.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
43.3
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
43.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
43.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
43.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
43.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
42.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
42.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
42.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
42.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
42.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
41.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
41.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
40.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
40.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
40.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
39.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
39.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
38.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
38.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
38.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
38.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
38.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
38.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
38.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
37.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
37.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
37.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
37.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
36.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
36.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
36.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
35.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
35.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
35.7
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
35.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
35.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
35.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
35.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
34.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
34.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
34.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
34.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
34.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
34.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
34.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
31.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
31.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
31.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
30.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
30.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
30.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
30.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
30.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
29.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
29.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
29.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
28.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
28.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
28.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
28.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
28.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
27.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
27.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
27.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
27.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
27.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
27.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
27.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
27.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
26.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
25.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
25.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
25.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
24.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
24.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
23.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
23.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
22.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
21.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
21.0
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
20.7
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
20.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
20.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
20.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
20.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
20.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
20.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
18.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
17.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
17.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
16.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
16.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
15.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
15.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
14.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
14.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
13.8
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
13.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
13.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
12.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
12.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
10.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
10.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
9.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
8.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
8.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
6.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
5.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0017850003
Tumor
0.9
CPT0011410003
Tumor
0.7
CPT0084560003
Tumor
0.7
CPT0088760003
Tumor
0.6
CPT0088630003
Tumor
0.6
CPT0092190003
Normal
0.6
CPT0006440003
Tumor
0.6
CPT0078800003
Tumor
0.5
CPT0014450004
Tumor
0.5
CPT0001180009
Tumor
0.5
CPT0085670003
Tumor
0.5
CPT0077490003
Tumor
0.5
CPT0077320001
Normal
0.5
CPT0010120001
Normal
0.4
CPT0010160003
Tumor
0.4
CPT0079300001
Normal
0.4
CPT0075720003
Tumor
0.4
CPT0079230003
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0084590001
Normal
0.4
CPT0086950003
Tumor
0.4
CPT0088900003
Tumor
0.4
CPT0086820003
Tumor
0.4
CPT0000780007
Tumor
0.3
CPT0001270001
Normal
0.3
CPT0017410003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0000660001
Normal
0.3
CPT0002370001
Normal
0.3
CPT0001260009
Tumor
0.3
CPT0079510001
Normal
0.3
CPT0025610001
Normal
0.3
CPT0086030003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0014470001
Normal
0.3
CPT0014370004
Tumor
0.3
CPT0012370003
Tumor
0.3
CPT0086830003
Normal
0.3
CPT0026410003
Tumor
0.3
CPT0064400001
Normal
0.3
CPT0081990003
Tumor
0.2
CPT0071150004
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0086870003
Tumor
0.2
CPT0006530001
Normal
0.2
CPT0025580004
Tumor
0.2
CPT0023350003
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0079180003
Tumor
0.2
CPT0078530001
Normal
0.2
CPT0012640003
Normal
0.2
CPT0092740003
Normal
0.2
CPT0075570001
Normal
0.2
CPT0015810003
Tumor
0.2
CPT0015910003
Tumor
0.2
CPT0001230001
Normal
0.2
CPT0024680001
Normal
0.2
CPT0066520001
Normal
0.2
CPT0012080003
Tumor
0.1
CPT0082010001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0001510001
Normal
0.1
CPT0079480003
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0088500001
Normal
0.1
CPT0078940001
Normal
0.1
CPT0012920003
Normal
0.1
CPT0025880003
Tumor
0.1
CPT0007870001
Normal
0.1
CPT0077500001
Normal
0.1
CPT0010110003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0001550001
Normal
0.1
CPT0078830003
Tumor
0.1
CPT0025920001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0077110003
Tumor
0.1
CPT0086970003
Normal
0.1
CPT0066480003
Tumor
0.1
CPT0020130001
Normal
0.1
CPT0069190001
Normal
0.1
CPT0069000003
Tumor
0.1
CPT0092310003
Normal
0.1
CPT0023710001
Normal
0.1
CPT0014130001
Normal
0.1
CPT0088640003
Normal
0.1
CPT0010170001
Normal
0.1
CPT0079430001
Normal
0.1
CPT0079410003
Tumor
0.1
CPT0088710001
Normal
0.1
CPT0020020001
Normal
0.1
CPT0081620001
Normal
0.1
CPT0089480003
Normal
0.1
CPT0088550004
Tumor
0.1
CPT0086890003
Normal
0.1
CPT0078990003
Tumor
0.1
CPT0081880003
Tumor
0.1
CPT0009000003
Tumor
0.0
CPT0079000001
Normal
0.0
CPT0025230003
Tumor
0.0
CPT0007470001
Normal
0.0
CPT0065870003
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0012570003
Normal
0.0
CPT0078670001
Normal
0.0
CPT0012180003
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0023360001
Normal
0.0
CPT0019160001
Normal
0.0
CPT0086370003
Normal
0.0
CPT0065450001
Normal
0.0
CPT0009020003
Normal
0.0
CPT0025060001
Normal
0.0
CPT0089460004
Tumor
0.0
CPT0065820001
Normal
0.0
CPT0002270011
Tumor
0.0
CPT0006950001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0014350001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0066430001
Normal
0.0
CPT0076350001
Normal
0.0
CPT0092800003
Normal
0.0
CPT0076330003
Tumor
0.0
CPT0088780001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0063320003
Tumor
-0.1
CPT0088690003
Tumor
-0.1
CPT0078840001
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0092160003
Tumor
-0.1
CPT0012550003
Tumor
-0.1
CPT0012290003
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0087050003
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0001350001
Normal
-0.1
CPT0026420001
Normal
-0.1
CPT0009060003
Tumor
-0.1
CPT0006900003
Tumor
-0.1
CPT0075130003
Tumor
-0.1
CPT0092730003
Tumor
-0.1
CPT0019990003
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0012090003
Normal
-0.1
CPT0065430003
Tumor
-0.1
CPT0065750003
Tumor
-0.1
CPT0000870016
Tumor
-0.1
CPT0009080003
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0088970003
Tumor
-0.1
CPT0088920001
Normal
-0.1
CPT0078660003
Tumor
-0.1
CPT0063630003
Tumor
-0.1
CPT0000790001
Normal
-0.1
CPT0017450001
Normal
-0.1
CPT0092290003
Tumor
-0.2
CPT0069160003
Tumor
-0.2
CPT0001220008
Tumor
-0.2
CPT0019130003
Tumor
-0.2
CPT0012280003
Tumor
-0.2
CPT0089020003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0092790003
Tumor
-0.2
CPT0065690003
Tumor
-0.2
CPT0014160003
Tumor
-0.2
CPT0066470004
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0001540009
Tumor
-0.2
CPT0075560003
Tumor
-0.3
CPT0012670003
Tumor
-0.3
CPT0023690003
Tumor
-0.3
CPT0025050003
Tumor
-0.3
CPT0079380003
Tumor
-0.3
CPT0006630003
Tumor
-0.3
CPT0078930003
Tumor
-0.3
CPT0086360003
Tumor
-0.4
CPT0021240003
Tumor
-0.4
CPT0002350011
Tumor
-0.4
CPT0012900004
Tumor
-0.4
CPT0015730003
Tumor
-0.4
CPT0064370003
Tumor
-0.4
CPT0001500009
Tumor
-0.5
CPT0001340003
Tumor
-0.5
CPT0020120003
Tumor
-0.5
CPT0025290003
Tumor
-0.5
CPT0007860003
Tumor
-0.6
CPT0065810003
Tumor
-0.6
CPT0078510003
Tumor
-0.7
CPT0079270003
Tumor
-0.9
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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.