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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.
DMAC1 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
33.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
105.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
87.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
85.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
77.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
70.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
69.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
68.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
62.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
62.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
58.6
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
53.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
51.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
50.0
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
41.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
38.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
35.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
35.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
34.0
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
33.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
33.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
32.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
31.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
31.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
31.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
31.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
31.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
30.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
30.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
30.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
29.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
28.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
28.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
26.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
25.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
25.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
25.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
25.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
24.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
24.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
24.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
23.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
23.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
22.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
21.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
21.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
21.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
20.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
18.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
18.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
16.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
16.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
15.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
15.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
14.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
13.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
13.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
13.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
13.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
11.0
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
10.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
10.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
8.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 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.
DMAC1 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
12.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
58.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
50.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
31.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
31.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
30.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
30.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
29.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
25.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
24.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
24.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
24.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
23.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
23.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
22.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
22.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
22.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
21.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
21.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
21.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
21.1
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
21.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
21.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
20.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
20.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
20.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
20.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
20.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
20.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
20.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
20.1
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
20.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
19.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
19.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
19.3
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
19.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
19.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
19.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
18.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
18.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
18.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
18.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
18.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
18.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
18.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
17.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
17.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
17.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
17.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
17.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
17.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
17.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
17.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
17.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
17.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
17.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
17.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
17.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
17.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
16.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
16.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
16.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
16.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
16.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
16.7
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
16.6
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
16.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
16.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
16.4
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
16.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
16.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
16.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
16.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
16.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
16.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
16.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
16.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
16.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
16.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
16.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
16.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
16.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
15.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
15.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
15.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
15.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
15.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
15.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
15.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
15.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
15.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
15.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
15.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
15.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
15.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
15.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
15.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
15.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
15.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
15.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
15.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
15.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
14.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
14.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
14.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
14.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
14.8
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
14.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
14.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
14.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
14.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
14.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
14.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
14.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
14.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
14.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
14.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
14.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
14.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
14.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
14.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
14.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
14.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
14.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
14.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
14.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
14.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
14.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
14.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
14.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
14.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
14.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
14.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
14.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
14.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
14.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
14.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
14.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
14.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
14.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
14.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
14.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
14.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
14.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
14.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
13.9
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
13.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
13.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
13.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
13.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
13.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
13.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
13.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
13.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
13.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
13.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
13.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
13.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
13.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
13.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
13.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
13.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
13.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
13.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
13.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
13.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
13.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
13.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
13.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
13.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
13.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
13.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
13.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
13.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
13.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
13.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
13.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
13.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
13.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
13.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
13.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
13.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
13.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
13.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
13.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
13.0
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
13.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
13.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
13.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
13.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
13.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
12.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
12.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
12.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
12.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
12.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
12.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
12.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
12.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
12.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
12.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
12.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
12.7
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
12.7
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
12.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
12.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
12.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
12.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
12.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
12.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
12.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
12.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
12.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
12.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
12.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
12.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
12.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
12.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
12.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
12.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
12.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
12.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
12.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
12.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
12.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
12.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
12.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
12.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
12.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
12.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
12.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
12.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
12.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
12.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
12.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
12.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
12.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
11.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
11.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
11.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
11.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
11.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
11.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
11.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
11.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
11.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
11.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
11.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
11.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
11.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
11.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
11.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
11.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
11.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
11.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
11.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
11.6
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
11.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
11.5
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
11.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
11.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
11.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
11.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
11.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
11.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
11.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
11.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
11.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
11.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
11.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
11.3
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
11.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
11.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
11.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
11.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
11.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
11.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
11.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
11.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
11.1
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
11.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
11.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
11.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
11.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
11.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
11.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
11.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
11.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
11.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
11.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
11.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
11.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
10.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
10.9
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
10.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
10.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
10.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
10.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
10.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
10.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
10.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
10.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
10.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
10.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
10.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
10.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
10.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
10.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
10.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
10.6
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
10.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
10.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
10.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
10.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
10.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
10.5
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
10.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
10.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
10.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
10.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
10.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
10.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
10.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
10.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
10.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
10.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
10.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
10.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
10.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
10.2
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
10.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
10.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
10.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
10.1
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
10.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
10.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
10.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
10.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
9.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
9.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
9.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
9.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
9.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
9.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
9.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
9.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
9.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
9.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
9.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
9.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
9.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
9.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
9.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
9.6
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
9.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
9.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
9.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
9.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
9.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
9.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
9.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
9.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
9.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
9.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
9.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
9.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
9.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
9.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
9.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
9.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
9.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
9.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
9.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
9.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
9.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
9.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
9.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
9.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
9.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
9.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
9.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
9.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
8.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
8.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
8.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
8.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
8.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
8.9
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
8.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
8.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
8.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
8.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
8.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
8.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
8.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
8.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
8.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
8.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
8.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
8.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
8.7
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
8.7
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
8.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
8.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
8.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
8.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
8.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
8.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
8.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
8.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
8.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
8.4
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
8.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
8.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
8.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
8.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.2
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
8.1
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
8.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
8.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
8.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
8.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
8.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
7.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
7.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
7.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
7.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
7.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
7.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
7.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
7.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
7.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
7.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
7.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
7.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
7.5
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
7.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
7.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
7.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
7.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
7.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
7.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
7.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
7.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
7.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
7.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
7.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
7.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
7.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
7.0
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
6.9
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
6.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
6.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
6.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
6.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
6.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
6.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
6.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
6.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
6.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
6.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
6.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
6.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
6.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
6.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
6.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
6.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
6.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
6.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
6.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
6.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
5.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
5.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
5.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
5.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
5.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
5.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
5.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
5.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
5.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
5.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
5.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
5.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
5.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
5.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
5.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
5.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
5.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
5.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
4.9
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
4.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
4.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
4.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
4.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
4.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
3.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 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.
DMAC1 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
12.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
29.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
29.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
23.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
23.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
22.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
17.1
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
16.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
16.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
16.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
15.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
15.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
15.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
15.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
15.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
14.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
14.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
14.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
14.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
14.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
14.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
14.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
14.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
14.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
14.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
13.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
13.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
13.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
13.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
13.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
13.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
13.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
13.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
13.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
13.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
13.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
13.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
13.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
13.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
13.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
13.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
13.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
12.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
12.8
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
12.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
12.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
12.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
12.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
12.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
12.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
12.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
12.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
12.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
12.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
12.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
11.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
11.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
11.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
11.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
11.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
11.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
11.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
11.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
11.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
11.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
10.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
10.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
10.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
10.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
10.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
10.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
10.1
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
9.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
9.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
9.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
9.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
9.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
9.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
9.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
9.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
9.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
9.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
8.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
8.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
8.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
8.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
8.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
8.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
8.1
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
8.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
7.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
7.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
7.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
7.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
6.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
6.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
6.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
4.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 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.
DMAC1 is potential prognostic, high expression is favorable 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
21.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
97.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
69.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
64.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
61.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
60.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
54.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
53.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
51.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
49.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
48.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
48.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
47.8
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
47.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
46.4
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
44.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
44.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
44.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
43.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
41.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
41.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
41.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
41.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
40.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
40.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
40.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
40.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
38.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
38.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
38.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
37.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
36.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
35.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
35.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
35.2
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
34.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
33.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
32.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
31.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
31.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
31.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
31.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
30.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
30.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
30.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
30.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
30.2
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
29.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
29.9
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
29.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
28.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
28.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
28.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
28.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
27.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
27.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
27.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
27.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
27.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
27.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
27.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
27.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
27.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
25.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
25.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
24.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
24.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
24.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
24.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
24.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
24.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
24.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
23.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
23.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
23.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
23.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
23.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
23.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
23.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
23.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
22.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
22.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
22.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
22.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
22.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
22.3
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
22.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
22.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
22.1
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
22.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
22.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
21.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
21.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
21.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
21.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
21.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
21.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
21.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
21.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
21.3
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
21.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
21.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
21.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
21.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
20.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
20.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
20.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
20.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
20.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
20.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
20.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
20.3
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
20.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
20.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
19.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
19.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
19.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
19.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
19.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
19.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
19.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
19.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
19.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
19.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
19.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
19.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
19.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
19.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
19.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
19.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
19.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
19.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
19.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
19.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
19.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
18.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
18.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
18.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
18.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
18.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
18.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
18.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
18.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
18.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
18.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
18.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
17.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
17.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
17.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
17.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
17.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
17.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
17.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
17.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
16.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
16.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
16.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
16.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
16.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
16.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
16.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
16.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
16.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
16.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
16.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
16.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
16.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
16.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
16.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
16.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
15.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
15.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
15.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
15.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
15.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
15.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
15.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
15.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
15.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
15.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
15.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
15.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
15.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
15.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
15.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
15.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
15.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
15.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
15.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
15.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
14.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
14.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
14.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
14.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
14.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
14.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
14.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
14.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
14.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
14.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
14.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
14.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
14.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
14.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
14.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
14.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
14.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
13.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
13.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
13.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
13.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
13.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
13.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
13.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
13.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
13.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
13.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
13.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
13.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
13.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
13.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
13.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
13.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
13.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
13.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
13.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
12.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
12.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
12.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
12.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
12.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
12.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
12.2
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
12.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
12.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
12.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
12.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
11.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
11.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
11.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
11.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
11.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
11.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
11.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
11.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
11.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
11.2
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
11.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
10.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
10.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
10.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
10.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
10.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
10.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
10.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
10.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
10.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
9.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
9.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
9.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
9.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
9.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
9.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
9.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
9.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
9.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
9.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
8.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
8.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
7.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
7.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
7.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
6.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
6.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
6.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
6.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
6.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
5.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
5.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
5.5
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078660003
Tumor
2.2
CPT0002270011
Tumor
1.4
CPT0092310003
Normal
1.1
CPT0066430001
Normal
1.0
CPT0063320003
Tumor
1.0
CPT0015730003
Tumor
0.9
CPT0065450001
Normal
0.8
CPT0006950001
Normal
0.6
CPT0000790001
Normal
0.6
CPT0092800003
Normal
0.6
CPT0078800003
Tumor
0.6
CPT0076350001
Normal
0.5
CPT0001350001
Normal
0.5
CPT0089480003
Normal
0.5
CPT0001190001
Normal
0.5
CPT0078510003
Tumor
0.5
CPT0065750003
Tumor
0.4
CPT0088500001
Normal
0.4
CPT0023360001
Normal
0.4
CPT0006730001
Normal
0.4
CPT0009060003
Tumor
0.4
CPT0066520001
Normal
0.3
CPT0088780001
Normal
0.3
CPT0001500009
Tumor
0.3
CPT0081880003
Tumor
0.3
CPT0014130001
Normal
0.3
CPT0064370003
Tumor
0.3
CPT0020020001
Normal
0.3
CPT0010170001
Normal
0.3
CPT0023710001
Normal
0.3
CPT0079430001
Normal
0.3
CPT0001510001
Normal
0.3
CPT0077140001
Normal
0.3
CPT0088920001
Normal
0.3
CPT0086030003
Tumor
0.2
CPT0025610001
Normal
0.2
CPT0088640003
Normal
0.2
CPT0081620001
Normal
0.2
CPT0025060001
Normal
0.2
CPT0025920001
Normal
0.2
CPT0088710001
Normal
0.2
CPT0064400001
Normal
0.2
CPT0087040003
Tumor
0.2
CPT0078940001
Normal
0.2
CPT0001550001
Normal
0.2
CPT0079300001
Normal
0.2
CPT0063640001
Normal
0.1
CPT0001340003
Tumor
0.1
CPT0026420001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0077500001
Normal
0.1
CPT0086370003
Normal
0.1
CPT0019160001
Normal
0.1
CPT0088760003
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0087050003
Normal
0.0
CPT0002370001
Normal
0.0
CPT0014470001
Normal
0.0
CPT0092740003
Normal
0.0
CPT0063330001
Normal
0.0
CPT0079230003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0006900003
Tumor
-0.1
CPT0001230001
Normal
-0.1
CPT0077310003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0078670001
Normal
-0.1
CPT0015810003
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0078530001
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0075130003
Tumor
-0.1
CPT0007320003
Tumor
-0.1
CPT0023690003
Tumor
-0.1
CPT0086870003
Tumor
-0.2
CPT0078840001
Normal
-0.2
CPT0025050003
Tumor
-0.2
CPT0006530001
Normal
-0.2
CPT0025580004
Tumor
-0.2
CPT0000660001
Normal
-0.2
CPT0075570001
Normal
-0.2
CPT0014370004
Tumor
-0.2
CPT0065690003
Tumor
-0.2
CPT0065820001
Normal
-0.2
CPT0079180003
Tumor
-0.2
CPT0025230003
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0079380003
Tumor
-0.2
CPT0089460004
Tumor
-0.2
CPT0079410003
Tumor
-0.3
CPT0065930003
Tumor
-0.3
CPT0000640003
Tumor
-0.3
CPT0007870001
Normal
-0.3
CPT0086970003
Normal
-0.3
CPT0089040001
Normal
-0.3
CPT0010160003
Tumor
-0.3
CPT0075170001
Normal
-0.3
CPT0081990003
Tumor
-0.3
CPT0086830003
Normal
-0.3
CPT0069000003
Tumor
-0.3
CPT0023350003
Tumor
-0.3
CPT0085670003
Tumor
-0.3
CPT0019130003
Tumor
-0.4
CPT0086950003
Tumor
-0.4
CPT0088690003
Tumor
-0.4
CPT0010120001
Normal
-0.4
CPT0000780007
Tumor
-0.4
CPT0000870016
Tumor
-0.4
CPT0065810003
Tumor
-0.4
CPT0088970003
Tumor
-0.4
CPT0025290003
Tumor
-0.4
CPT0092290003
Tumor
-0.4
CPT0086360003
Tumor
-0.4
CPT0088900003
Tumor
-0.5
CPT0063630003
Tumor
-0.5
CPT0075720003
Tumor
-0.5
CPT0088630003
Tumor
-0.5
CPT0086890003
Normal
-0.5
CPT0092790003
Tumor
-0.5
CPT0092160003
Tumor
-0.5
CPT0092190003
Normal
-0.5
CPT0007860003
Tumor
-0.5
CPT0020130001
Normal
-0.5
CPT0019990003
Tumor
-0.5
CPT0001180009
Tumor
-0.5
CPT0012670003
Tumor
-0.5
CPT0069190001
Normal
-0.5
CPT0002350011
Tumor
-0.5
CPT0024670003
Tumor
-0.6
CPT0009020003
Normal
-0.6
CPT0084590001
Normal
-0.6
CPT0079510001
Normal
-0.6
CPT0065430003
Tumor
-0.6
CPT0007470001
Normal
-0.6
CPT0066470004
Tumor
-0.6
CPT0006440003
Tumor
-0.6
CPT0014160003
Tumor
-0.6
CPT0010110003
Tumor
-0.6
CPT0024680001
Normal
-0.6
CPT0077320001
Normal
-0.6
CPT0082010001
Normal
-0.6
CPT0077490003
Tumor
-0.7
CPT0006630003
Tumor
-0.7
CPT0078990003
Tumor
-0.7
CPT0001220008
Tumor
-0.7
CPT0076330003
Tumor
-0.7
CPT0012570003
Normal
-0.7
CPT0089020003
Tumor
-0.7
CPT0025350003
Tumor
-0.7
CPT0088550004
Tumor
-0.7
CPT0012900004
Tumor
-0.7
CPT0079270003
Tumor
-0.7
CPT0014450004
Tumor
-0.8
CPT0071150004
Tumor
-0.8
CPT0012770003
Normal
-0.8
CPT0018250001
Normal
-0.8
CPT0078930003
Tumor
-0.8
CPT0012280003
Tumor
-0.8
CPT0012290003
Normal
-0.8
CPT0011410003
Tumor
-0.8
CPT0025110003
Tumor
-0.8
CPT0081600003
Tumor
-0.8
CPT0012550003
Tumor
-0.9
CPT0013790003
Normal
-0.9
CPT0078830003
Tumor
-0.9
CPT0001540009
Tumor
-0.9
CPT0001260009
Tumor
-0.9
CPT0012370003
Tumor
-0.9
CPT0026410003
Tumor
-1.0
CPT0025880003
Tumor
-1.0
CPT0012640003
Normal
-1.0
CPT0065870003
Tumor
-1.0
CPT0012090003
Normal
-1.0
CPT0084560003
Tumor
-1.1
CPT0069160003
Tumor
-1.1
CPT0001270001
Normal
-1.1
CPT0079480003
Tumor
-1.1
CPT0011240003
Tumor
-1.1
CPT0009000003
Tumor
-1.2
CPT0088480003
Tumor
-1.2
CPT0092730003
Tumor
-1.3
CPT0021240003
Tumor
-1.4
CPT0017850003
Tumor
-1.4
CPT0017410003
Tumor
-1.4
CPT0012080003
Tumor
-1.4
CPT0077110003
Tumor
-1.4
CPT0012180003
Tumor
-1.5
CPT0012920003
Normal
-1.6
CPT0009080003
Normal
-1.6
CPT0017450001
Normal
-1.8
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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
