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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.
MED4 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
19.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
47.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
46.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
43.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
41.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
35.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
33.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
32.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
28.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
27.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
27.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
26.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
25.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
25.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
24.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
24.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
23.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
23.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
23.5
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
22.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
22.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
21.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
21.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
21.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
20.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
20.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
19.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
19.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
19.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
19.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
19.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
19.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
19.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
18.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
18.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
18.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
17.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
17.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
17.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
17.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
16.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
16.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
16.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
15.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
15.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
14.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
14.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
14.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
13.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
12.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
12.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
11.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
11.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
11.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
11.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
11.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
10.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
9.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
7.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
7.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
6.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
6.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
5.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
5.3
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.
MED4 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
32.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
81.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
60.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
58.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
56.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
56.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
54.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
54.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
54.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
53.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
53.4
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
53.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
53.2
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
53.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
53.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
53.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
52.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
52.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
52.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
51.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
51.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
51.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
50.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
50.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
50.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
49.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
49.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
49.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
48.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
48.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
48.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
48.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
48.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
48.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
47.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
47.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
47.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
47.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
47.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
47.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
47.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
46.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
46.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
46.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
46.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
46.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
45.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
45.9
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
45.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
45.6
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
45.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
45.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
45.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
45.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
45.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
45.2
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
45.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
44.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
44.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
44.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
44.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
44.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
44.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
44.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
44.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
43.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
43.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
43.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
43.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
43.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
43.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
43.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
43.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
42.9
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
42.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
42.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
42.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
42.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
42.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
42.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
42.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
42.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
42.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
42.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
42.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
42.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
42.0
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
42.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
42.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
42.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
42.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
41.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
41.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
41.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
41.6
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
41.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
41.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
41.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
41.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
41.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
41.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
41.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
41.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
41.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
41.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
41.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
41.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
41.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
41.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
40.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
40.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
40.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
40.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
40.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
40.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
40.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
40.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
40.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
40.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
40.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
40.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
40.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
40.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
40.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
40.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
40.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
40.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
40.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
39.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
39.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
39.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
39.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
39.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
39.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
39.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
39.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
39.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
39.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
39.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
39.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
39.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
39.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
39.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
39.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
39.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
39.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
39.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
39.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
39.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
38.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
38.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
38.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
38.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
38.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
38.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
38.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
38.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
38.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
38.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
38.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
38.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
38.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
38.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
38.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
38.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
37.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
37.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
37.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
37.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
37.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
37.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
37.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
37.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
37.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
37.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
37.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
37.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
37.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
37.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
37.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
36.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
36.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
36.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
36.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
36.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
36.8
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
36.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
36.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
36.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
36.3
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
36.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
36.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
36.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
36.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
35.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
35.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
35.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
35.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
35.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
35.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
35.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
35.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
35.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
35.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
35.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
35.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
35.4
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
35.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
35.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
35.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
35.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
35.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
35.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
35.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
35.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
35.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
35.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
35.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
34.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
34.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
34.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
34.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
34.7
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
34.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
34.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
34.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
34.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
34.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
34.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
34.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
34.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
34.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
34.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
34.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
34.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
34.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
34.1
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
34.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
34.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
33.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
33.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
33.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
33.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
33.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
33.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
33.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
33.7
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
33.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
33.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
33.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
33.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
33.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
33.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
33.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
33.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
33.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
33.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
33.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
33.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
33.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
33.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
33.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
33.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
33.0
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
33.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
32.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
32.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
32.8
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
32.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
32.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
32.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
32.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
32.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
32.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
32.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
32.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
32.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
32.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
32.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
32.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
32.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
32.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
32.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
32.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
32.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
32.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
32.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
32.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
31.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
31.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
31.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
31.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
31.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
31.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
31.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
31.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
31.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
31.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
31.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
31.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
31.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
31.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
31.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
31.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
31.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
31.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
31.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
31.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
31.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
31.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
31.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
31.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
30.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
30.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
30.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
30.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
30.8
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
30.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
30.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
30.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
30.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
30.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
30.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
30.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
30.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
30.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
30.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
30.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
30.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
30.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
30.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
29.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
29.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
29.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
29.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
29.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
29.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
29.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
29.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
29.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
29.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
29.3
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
29.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
29.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
29.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
29.2
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
29.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
29.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
29.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
28.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
28.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
28.7
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
28.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
28.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
28.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
28.6
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
28.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
28.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
28.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
28.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
28.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
28.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
28.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
28.0
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
28.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
27.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
27.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
27.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
27.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
27.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
27.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
27.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
27.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
27.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
27.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
27.1
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
27.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
27.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
26.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
26.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
26.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
26.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
26.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
26.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
26.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
26.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
26.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
26.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
26.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
26.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
26.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
26.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
26.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
26.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
26.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
25.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
25.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
25.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
25.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
25.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
25.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
25.4
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
25.2
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
25.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
25.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
25.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
25.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
25.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
25.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
24.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
24.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
24.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
24.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
24.5
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
24.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
24.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
24.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
24.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
23.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
23.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
23.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
23.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
23.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
23.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
23.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
23.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
23.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
23.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
23.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
23.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
22.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
22.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
22.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
22.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
22.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
22.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
22.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
22.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
22.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
21.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
21.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
21.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
21.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
21.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
21.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
21.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
21.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
21.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
21.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
20.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
20.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
20.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
20.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
20.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
20.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
20.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
20.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
20.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
20.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
20.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
20.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
20.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
20.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
20.0
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
19.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
19.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
19.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
19.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
19.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
19.2
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
19.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
18.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
18.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
18.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
18.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
18.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
18.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
18.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
18.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
18.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
17.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
17.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
17.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
17.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
16.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
16.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
16.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
16.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
16.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
16.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
16.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
16.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
16.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
15.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
15.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
15.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
15.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
14.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
14.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
14.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
13.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
13.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
13.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
12.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
12.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
12.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
12.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
11.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
11.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
11.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
11.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
10.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
9.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
9.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
9.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
8.7
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
8.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
8.2
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.7
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
7.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
7.0
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.
MED4 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
39.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
68.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
64.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
61.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
61.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
60.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
60.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
57.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
56.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
54.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
53.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
52.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
52.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
51.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
51.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
51.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
51.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
50.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
50.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
50.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
49.7
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
49.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
49.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
49.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
49.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
48.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
48.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
48.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
48.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
47.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
47.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
46.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
46.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
46.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
46.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
45.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
44.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
44.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
44.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
43.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
43.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
43.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
42.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
42.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
42.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
41.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
41.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
41.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
41.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
40.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
40.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
38.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
38.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
38.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
38.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
38.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
38.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
35.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
35.7
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
35.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
34.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
34.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
34.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
33.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
33.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
33.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
33.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
33.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
32.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
32.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
32.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
32.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
32.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
32.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
32.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
32.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
32.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
31.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
31.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
29.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
29.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
29.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
29.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
28.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
28.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
28.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
26.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
25.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
25.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
24.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
24.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
24.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
22.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
21.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
20.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
20.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
17.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
16.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
16.5
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.
MED4 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
30.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
88.9
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
70.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
64.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
63.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
61.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
61.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
61.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
61.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
61.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
58.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
57.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
57.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
57.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
57.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
56.7
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
55.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
55.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
53.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
53.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
52.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
52.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
52.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
51.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
51.3
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
51.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
50.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
50.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
49.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
49.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
49.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
49.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
49.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
48.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
48.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
48.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
47.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
47.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
47.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
47.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
47.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
46.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
46.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
45.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
44.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
44.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
44.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
44.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
44.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
44.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
43.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
43.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
43.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
43.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
43.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
42.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
42.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
42.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
41.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
41.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
41.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
41.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
40.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
40.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
40.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
40.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
40.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
39.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
39.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
39.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
39.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
39.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
39.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
39.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
38.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
38.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
38.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
38.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
38.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
38.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
38.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
37.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
37.3
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
37.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
37.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
37.1
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
37.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
36.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
36.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
36.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
36.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
35.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
35.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
35.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
35.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
35.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
35.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
34.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
34.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
34.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
34.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
34.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
33.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
33.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
33.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
33.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
33.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
33.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
33.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
32.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
32.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
32.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
32.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
31.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
31.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
30.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
30.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
30.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
30.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
30.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
30.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
30.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
30.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
30.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
30.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
29.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
29.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
29.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
29.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
29.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
29.5
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
29.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
29.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
29.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
29.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
29.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
28.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
28.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
28.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
28.6
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
28.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
28.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
28.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
28.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
28.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
27.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
27.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
27.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
27.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
27.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
27.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
26.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
26.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
26.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
26.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
26.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
26.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
25.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
25.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
25.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
25.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
25.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
25.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
25.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
25.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
25.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
25.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
25.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
25.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
25.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
24.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
24.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
24.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
24.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
24.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
24.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
24.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
24.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
24.0
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
23.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
23.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
23.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
23.6
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
23.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
23.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
23.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
23.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
23.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
23.0
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
23.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
22.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
22.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
22.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
22.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
22.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
22.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
22.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
21.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
21.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
21.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
21.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
21.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
21.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
20.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
20.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
20.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
20.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
20.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
20.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
20.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
20.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
20.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
20.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
20.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
20.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
20.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
19.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
19.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
19.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
19.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
18.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
18.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
18.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
18.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
18.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
18.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
17.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
17.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
17.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
17.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
16.8
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
16.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
16.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
16.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
15.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
15.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
15.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
15.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
15.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
15.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
15.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
15.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
15.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
14.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
14.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
14.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
14.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
14.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
14.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
14.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
14.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
14.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
13.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
13.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
13.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
13.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
13.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
13.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
13.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
12.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
12.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
12.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
11.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
11.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
11.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
11.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
10.6
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
10.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
10.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
10.0
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
9.8
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
9.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
9.4
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
9.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
8.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
8.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
6.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
6.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
5.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
3.7
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0066470004
Tumor
0.6
CPT0081880003
Tumor
0.6
CPT0025290003
Tumor
0.5
CPT0019990003
Tumor
0.5
CPT0011410003
Tumor
0.5
CPT0025170003
Tumor
0.5
CPT0017410003
Tumor
0.5
CPT0065690003
Tumor
0.4
CPT0014450004
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0012550003
Tumor
0.4
CPT0076330003
Tumor
0.3
CPT0001180009
Tumor
0.3
CPT0023690003
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0079180003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0007860003
Tumor
0.3
CPT0006630003
Tumor
0.3
CPT0077310003
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0092790003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0088480003
Tumor
0.3
CPT0075560003
Tumor
0.2
CPT0017850003
Tumor
0.2
CPT0011240003
Tumor
0.2
CPT0084560003
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0088900003
Tumor
0.2
CPT0006440003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0089020003
Tumor
0.2
CPT0014370004
Tumor
0.2
CPT0012370003
Tumor
0.2
CPT0071150004
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0086870003
Tumor
0.2
CPT0079510001
Normal
0.2
CPT0025350003
Tumor
0.2
CPT0006900003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0078510003
Tumor
0.2
CPT0024670003
Tumor
0.2
CPT0065810003
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0066480003
Tumor
0.2
CPT0088970003
Tumor
0.2
CPT0010120001
Normal
0.2
CPT0012080003
Tumor
0.2
CPT0079230003
Tumor
0.2
CPT0089040001
Normal
0.2
CPT0086360003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0086030003
Tumor
0.2
CPT0063630003
Tumor
0.1
CPT0077110003
Tumor
0.1
CPT0002270011
Tumor
0.1
CPT0088690003
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0001230001
Normal
0.1
CPT0007470001
Normal
0.1
CPT0092730003
Tumor
0.1
CPT0012180003
Tumor
0.1
CPT0087040003
Tumor
0.1
CPT0077490003
Tumor
0.1
CPT0065870003
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0078930003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0079410003
Tumor
0.1
CPT0078830003
Tumor
0.1
CPT0025230003
Tumor
0.1
CPT0081600003
Tumor
0.1
CPT0002350011
Tumor
0.1
CPT0009000003
Tumor
0.1
CPT0079270003
Tumor
0.1
CPT0077320001
Normal
0.1
CPT0001500009
Tumor
0.1
CPT0012640003
Normal
0.1
CPT0012280003
Tumor
0.1
CPT0020120003
Tumor
0.1
CPT0075130003
Tumor
0.1
CPT0085670003
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0075170001
Normal
0.1
CPT0084590001
Normal
0.1
CPT0014470001
Normal
0.1
CPT0012670003
Tumor
0.0
CPT0088550004
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0088630003
Tumor
0.0
CPT0007320003
Tumor
0.0
CPT0000640003
Tumor
0.0
CPT0079380003
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0001340003
Tumor
0.0
CPT0010170001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0086950003
Tumor
0.0
CPT0064400001
Normal
0.0
CPT0064370003
Tumor
0.0
CPT0025110003
Tumor
0.0
CPT0012090003
Normal
0.0
CPT0081620001
Normal
0.0
CPT0078530001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0092290003
Tumor
0.0
CPT0014130001
Normal
0.0
CPT0069010001
Normal
0.0
CPT0065430003
Tumor
0.0
CPT0066430001
Normal
0.0
CPT0076350001
Normal
0.0
CPT0001260009
Tumor
0.0
CPT0012570003
Normal
0.0
CPT0018250001
Normal
0.0
CPT0088920001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0088500001
Normal
0.0
CPT0015910003
Tumor
0.0
CPT0065450001
Normal
0.0
CPT0026410003
Tumor
0.0
CPT0023710001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0078840001
Normal
0.0
CPT0086370003
Normal
0.0
CPT0015730003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0086830003
Normal
-0.1
CPT0078660003
Tumor
-0.1
CPT0025050003
Tumor
-0.1
CPT0088570001
Normal
-0.1
CPT0001550001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0014160003
Tumor
-0.1
CPT0001220008
Tumor
-0.1
CPT0089480003
Normal
-0.1
CPT0079300001
Normal
-0.1
CPT0000660001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0063330001
Normal
-0.1
CPT0012290003
Normal
-0.1
CPT0023350003
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0088640003
Normal
-0.1
CPT0000790001
Normal
-0.1
CPT0019160001
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0077500001
Normal
-0.1
CPT0088780001
Normal
-0.1
CPT0001510001
Normal
-0.1
CPT0078940001
Normal
-0.1
CPT0025920001
Normal
-0.1
CPT0063640001
Normal
-0.1
CPT0066520001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0086890003
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0020020001
Normal
-0.1
CPT0015810003
Tumor
-0.1
CPT0082010001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0026420001
Normal
-0.1
CPT0075570001
Normal
-0.2
CPT0001350001
Normal
-0.2
CPT0065820001
Normal
-0.2
CPT0025060001
Normal
-0.2
CPT0081990003
Tumor
-0.2
CPT0023360001
Normal
-0.2
CPT0025880003
Tumor
-0.2
CPT0007870001
Normal
-0.2
CPT0006730001
Normal
-0.2
CPT0019130003
Tumor
-0.2
CPT0087050003
Normal
-0.2
CPT0092800003
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0012770003
Normal
-0.2
CPT0078670001
Normal
-0.2
CPT0077140001
Normal
-0.2
CPT0086820003
Tumor
-0.2
CPT0020130001
Normal
-0.2
CPT0069000003
Tumor
-0.2
CPT0021240003
Tumor
-0.2
CPT0092310003
Normal
-0.3
CPT0000890001
Normal
-0.3
CPT0092740003
Normal
-0.3
CPT0009060003
Tumor
-0.3
CPT0017450001
Normal
-0.3
CPT0014350001
Normal
-0.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
