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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.
MAST4 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
4.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
22.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
20.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
19.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
17.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
16.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
15.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
15.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
15.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
12.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
11.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
10.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
10.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
9.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
9.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
9.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
7.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
7.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
6.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
5.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
4.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
4.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
3.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
3.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
3.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
2.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
2.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
2.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
2.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
2.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
2.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
2.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
2.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
1.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
1.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
1.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
1.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
1.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
1.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
1.5
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
1.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
1.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
1.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
1.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
1.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
0.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
0.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
0.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
0.8
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
0.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
0.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
0.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
0.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
0.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
0.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
0.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 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.
MAST4 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
13.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
46.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
44.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
38.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
37.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
37.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
36.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
35.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
34.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
33.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
33.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
33.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
33.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
33.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
32.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
32.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
31.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
30.9
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
30.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
29.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
29.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
27.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
27.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
27.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
27.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
27.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
26.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
26.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
26.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
26.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
25.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
25.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
25.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
25.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
25.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
25.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
25.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
25.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
25.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
24.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
24.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
24.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
24.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
24.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
24.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
24.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
24.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
24.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
23.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
23.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
23.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
23.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
23.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
23.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
23.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
23.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
22.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
22.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
22.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
22.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
22.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
22.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
22.7
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
22.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
22.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
22.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
22.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
22.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
22.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
22.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
22.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
22.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
21.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
21.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
21.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
21.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
21.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
21.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
21.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
21.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
21.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
21.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
21.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
21.0
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
20.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
20.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
20.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
20.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
20.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
20.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
20.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
20.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
20.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
20.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
20.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
20.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
20.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
20.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
20.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
19.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
19.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
19.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.9
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
19.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
19.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
19.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
19.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
19.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
19.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
19.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
19.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
18.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
18.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
18.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
18.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
18.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
18.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
18.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
18.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
18.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
18.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
18.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
18.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
18.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
18.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
18.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
18.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
18.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
18.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
18.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
18.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
18.0
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
17.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
17.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
17.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
17.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
17.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
17.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
17.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
17.7
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
17.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
17.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
17.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
17.4
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
17.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
17.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
17.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
17.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
16.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
16.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
16.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
16.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
16.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
16.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
16.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
16.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
16.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
16.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
16.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
16.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
16.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
16.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
16.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
16.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
16.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
16.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
16.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
16.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
16.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
16.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
16.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
16.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
16.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
16.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
16.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
16.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
16.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
15.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
15.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
15.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
15.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
15.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
15.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
15.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
15.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
15.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
15.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
15.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
15.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
15.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
15.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
15.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
15.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
15.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
15.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
15.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
15.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
15.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
15.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
15.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
15.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
15.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
14.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
14.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
14.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
14.9
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
14.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
14.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
14.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
14.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
14.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
14.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
14.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
14.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
14.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
14.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
14.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
14.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
14.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
14.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
14.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
14.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
14.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
14.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
14.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
14.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
14.1
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
14.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
14.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
13.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
13.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
13.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
13.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
13.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
13.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
13.5
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
13.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
13.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
13.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
13.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
13.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
13.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
13.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
13.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
13.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
13.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
13.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
13.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
13.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
13.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
13.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
13.0
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
12.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
12.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
12.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
12.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
12.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
12.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
12.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
12.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
12.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
12.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
12.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
12.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
12.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
12.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
12.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
12.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
12.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
12.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
12.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
12.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
12.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
12.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
12.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
12.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
12.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
12.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
12.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
12.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
12.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
12.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
12.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
11.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
11.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
11.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
11.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
11.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
11.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
11.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
11.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
11.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
11.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
11.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
11.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
11.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
11.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
11.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
11.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
11.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
11.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
11.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
11.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
11.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
11.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
11.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
11.3
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
11.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
11.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
11.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
11.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
11.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
11.1
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
11.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
11.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
11.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
10.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
10.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
10.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
10.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
10.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
10.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
10.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
10.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
10.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
10.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
10.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
10.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
10.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
10.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
10.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
10.5
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
10.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
10.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
10.2
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
10.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
10.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
9.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
9.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
9.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
9.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
9.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
9.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
9.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
9.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
9.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
9.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
9.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
9.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
9.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
9.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
9.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
9.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
9.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
9.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
9.2
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
9.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
9.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
9.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
9.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
9.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
9.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
8.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
8.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
8.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
8.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
8.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
8.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
8.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
8.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
8.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
8.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
8.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
8.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
8.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
8.2
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
8.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
8.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
8.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
8.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
8.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
8.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
8.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
8.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
8.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
8.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
7.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
7.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
7.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
7.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
7.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
7.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
7.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
7.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
7.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
7.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
7.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
7.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
7.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
7.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
7.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
7.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
7.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
7.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
7.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
7.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
7.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
6.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
6.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
6.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
6.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
6.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
6.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
6.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
6.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
6.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
6.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
6.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
6.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
6.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.4
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
6.3
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
6.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.2
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
6.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
6.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
6.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
6.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
6.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
6.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
5.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
5.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
5.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
5.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
5.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
5.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
5.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
5.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
5.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
5.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
5.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
5.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
5.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
5.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
5.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
5.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
5.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
5.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
5.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
5.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
5.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
5.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
4.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
4.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
4.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
4.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
4.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
4.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
4.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
4.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
4.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
4.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
4.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
4.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
4.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
4.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
4.0
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
3.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
3.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
3.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
3.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
3.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
3.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
3.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
2.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
2.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
2.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
2.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
2.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
2.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
1.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
1.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
1.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
1.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
1.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
1.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
1.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
1.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
1.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
1.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
1.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
1.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
1.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
0.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
0.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
0.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
0.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
MAST4 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
14.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
33.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
32.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
30.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
29.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
28.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
25.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
24.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
24.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
24.7
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
24.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
23.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
23.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
22.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
22.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
21.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
21.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
21.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
21.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
21.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
20.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
19.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
19.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
19.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
19.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
19.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
18.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
18.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
18.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
18.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
18.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
18.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
18.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
18.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
17.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
17.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
17.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
16.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
16.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
16.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
16.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
16.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
15.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
15.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
15.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
15.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
14.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
14.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
14.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
14.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
14.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
13.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
13.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
13.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
13.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
13.1
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
12.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
12.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
12.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
12.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
12.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
12.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
12.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
11.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
11.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
11.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
11.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
10.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
10.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
10.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
10.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
9.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
9.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
9.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
9.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
9.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
9.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
9.2
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
9.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
7.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
7.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
7.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
7.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
7.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
6.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
5.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
5.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
5.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
5.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
4.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
3.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
3.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
3.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
2.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
2.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
1.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
1.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 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.
MAST4 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
8.5
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
56.6
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
52.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
50.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
48.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
44.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
41.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
36.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
31.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
31.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
28.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
26.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
25.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
25.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
25.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
24.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
23.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
22.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
22.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
22.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
21.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
21.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
20.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
20.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
18.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
18.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
18.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
18.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
18.1
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
17.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
17.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
16.6
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
16.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
16.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
16.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
16.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
15.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
15.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
15.5
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
15.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
15.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
15.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
15.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
15.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
14.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
14.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
14.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
14.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
14.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
14.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
13.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
13.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
13.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
13.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
13.5
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
13.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
13.0
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
12.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
12.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
12.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
12.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
12.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
11.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
11.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
11.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
11.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
10.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
10.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
10.7
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
10.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
10.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
10.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
10.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
10.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
9.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
9.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
9.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
9.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
9.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
9.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
9.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
9.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
9.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
9.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
9.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
9.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
9.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
9.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
8.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
8.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
8.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
8.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
8.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
8.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
8.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
8.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
8.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
8.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
8.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
8.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
8.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
7.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
7.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
7.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
7.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
7.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
7.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
7.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
7.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
7.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
7.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
7.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
6.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
6.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
6.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
6.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
6.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
6.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
6.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
6.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
6.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
6.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
6.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
6.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
6.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
6.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
6.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
6.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
5.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
5.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
5.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
5.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
5.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
5.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
5.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
5.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
5.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
5.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
5.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
5.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
5.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
5.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
5.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
5.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
5.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
5.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
5.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
5.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
5.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
5.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
5.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
5.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
5.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
5.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
5.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
5.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
5.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
5.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
5.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
5.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
5.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
5.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
4.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
4.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
4.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
4.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
4.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
4.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
4.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
4.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
4.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
4.6
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
4.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
4.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
4.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
4.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
4.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
4.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
4.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
4.4
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
4.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
4.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
4.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
4.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
4.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
4.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
4.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
4.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
4.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
4.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
4.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
4.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
4.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
3.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
3.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
3.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
3.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
3.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
3.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
3.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
3.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
3.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
3.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
3.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
3.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
3.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
3.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
3.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
3.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
3.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
3.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
3.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
3.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
2.9
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
2.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
2.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
2.6
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
2.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
2.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
2.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
2.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
2.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
2.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
2.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
2.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
2.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
2.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
2.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
2.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
2.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
1.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
1.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
1.9
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
1.9
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
1.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
1.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
1.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
1.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
1.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
1.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
1.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
1.4
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
1.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
1.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
1.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
1.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
1.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
1.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
1.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
1.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
1.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
1.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
1.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
1.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
0.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
0.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
0.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
0.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
0.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
0.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
0.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
0.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
0.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
0.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
0.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
0.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
0.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088760003
Tumor
0.8
CPT0077490003
Tumor
0.7
CPT0025350003
Tumor
0.7
CPT0025880003
Tumor
0.6
CPT0079480003
Tumor
0.6
CPT0006630003
Tumor
0.6
CPT0079270003
Tumor
0.5
CPT0092790003
Tumor
0.5
CPT0000780007
Tumor
0.5
CPT0000640003
Tumor
0.5
CPT0000870016
Tumor
0.4
CPT0010160003
Tumor
0.4
CPT0001540009
Tumor
0.4
CPT0088900003
Tumor
0.4
CPT0066470004
Tumor
0.4
CPT0086870003
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0011240003
Tumor
0.4
CPT0012370003
Tumor
0.3
CPT0025110003
Tumor
0.3
CPT0086030003
Tumor
0.3
CPT0092800003
Normal
0.3
CPT0026410003
Tumor
0.3
CPT0002270011
Tumor
0.3
CPT0071150004
Tumor
0.3
CPT0078840001
Normal
0.3
CPT0087050003
Normal
0.3
CPT0086890003
Normal
0.3
CPT0088920001
Normal
0.2
CPT0079230003
Tumor
0.2
CPT0007320003
Tumor
0.2
CPT0065930003
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0006950001
Normal
0.2
CPT0007870001
Normal
0.2
CPT0075130003
Tumor
0.2
CPT0086370003
Normal
0.2
CPT0025060001
Normal
0.2
CPT0012570003
Normal
0.2
CPT0023710001
Normal
0.2
CPT0066430001
Normal
0.2
CPT0001220008
Tumor
0.2
CPT0000790001
Normal
0.2
CPT0065450001
Normal
0.2
CPT0010120001
Normal
0.2
CPT0085670003
Tumor
0.2
CPT0088630003
Tumor
0.2
CPT0014350001
Normal
0.2
CPT0079510001
Normal
0.2
CPT0020130001
Normal
0.2
CPT0078990003
Tumor
0.2
CPT0079430001
Normal
0.2
CPT0013790003
Normal
0.2
CPT0023360001
Normal
0.2
CPT0069000003
Tumor
0.2
CPT0086970003
Normal
0.2
CPT0025610001
Normal
0.1
CPT0092730003
Tumor
0.1
CPT0077500001
Normal
0.1
CPT0077110003
Tumor
0.1
CPT0088480003
Tumor
0.1
CPT0025230003
Tumor
0.1
CPT0014370004
Tumor
0.1
CPT0075570001
Normal
0.1
CPT0065750003
Tumor
0.1
CPT0086950003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0086820003
Tumor
0.1
CPT0000660001
Normal
0.1
CPT0020020001
Normal
0.1
CPT0002350011
Tumor
0.1
CPT0009080003
Normal
0.1
CPT0063330001
Normal
0.1
CPT0088780001
Normal
0.1
CPT0012770003
Normal
0.1
CPT0089480003
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0078670001
Normal
0.1
CPT0089040001
Normal
0.1
CPT0007470001
Normal
0.1
CPT0079000001
Normal
0.1
CPT0065810003
Tumor
0.1
CPT0009000003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0014130001
Normal
0.1
CPT0012550003
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0092310003
Normal
0.1
CPT0012090003
Normal
0.1
CPT0089020003
Tumor
0.1
CPT0026420001
Normal
0.1
CPT0081620001
Normal
0.1
CPT0089460004
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0006440003
Tumor
0.1
CPT0012080003
Tumor
0.1
CPT0081600003
Tumor
0.1
CPT0006900003
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0010170001
Normal
0.1
CPT0019130003
Tumor
0.1
CPT0025050003
Tumor
0.1
CPT0000890001
Normal
0.1
CPT0078940001
Normal
0.1
CPT0002370001
Normal
0.0
CPT0086360003
Tumor
0.0
CPT0076350001
Normal
0.0
CPT0025920001
Normal
0.0
CPT0001550001
Normal
0.0
CPT0088710001
Normal
0.0
CPT0001500009
Tumor
0.0
CPT0088640003
Normal
0.0
CPT0001350001
Normal
0.0
CPT0086830003
Normal
0.0
CPT0063640001
Normal
0.0
CPT0019160001
Normal
0.0
CPT0001510001
Normal
0.0
CPT0064370003
Tumor
0.0
CPT0077140001
Normal
0.0
CPT0092160003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0088500001
Normal
0.0
CPT0069010001
Normal
0.0
CPT0092290003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0020120003
Tumor
0.0
CPT0021240003
Tumor
0.0
CPT0024680001
Normal
0.0
CPT0088570001
Normal
0.0
CPT0010110003
Tumor
0.0
CPT0015910003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0014450004
Tumor
0.0
CPT0012920003
Normal
0.0
CPT0012290003
Normal
0.0
CPT0025290003
Tumor
-0.1
CPT0065870003
Tumor
-0.1
CPT0017410003
Tumor
-0.1
CPT0087040003
Tumor
-0.1
CPT0001190001
Normal
-0.1
CPT0018250001
Normal
-0.1
CPT0009060003
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0065690003
Tumor
-0.1
CPT0079380003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0001260009
Tumor
-0.1
CPT0001270001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0075170001
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0078930003
Tumor
-0.1
CPT0015730003
Tumor
-0.1
CPT0088690003
Tumor
-0.1
CPT0092190003
Normal
-0.1
CPT0025580004
Tumor
-0.1
CPT0009020003
Normal
-0.1
CPT0007860003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0082010001
Normal
-0.2
CPT0069190001
Normal
-0.2
CPT0081990003
Tumor
-0.2
CPT0012280003
Tumor
-0.2
CPT0014470001
Normal
-0.2
CPT0014160003
Tumor
-0.2
CPT0079300001
Normal
-0.2
CPT0001180009
Tumor
-0.2
CPT0084590001
Normal
-0.2
CPT0075560003
Tumor
-0.2
CPT0088970003
Tumor
-0.2
CPT0017850003
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0023350003
Tumor
-0.3
CPT0079180003
Tumor
-0.3
CPT0012670003
Tumor
-0.3
CPT0078800003
Tumor
-0.3
CPT0078510003
Tumor
-0.4
CPT0001340003
Tumor
-0.4
CPT0077310003
Tumor
-0.4
CPT0088550004
Tumor
-0.4
CPT0063630003
Tumor
-0.4
CPT0069160003
Tumor
-0.5
CPT0012180003
Tumor
-0.6
CPT0078660003
Tumor
-0.7
CPT0076330003
Tumor
-1.0
CPT0084560003
Tumor
-1.0
CPT0011410003
Tumor
-1.1
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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
