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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.
MPI 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
23.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
60.7
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
56.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
55.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
52.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
52.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
39.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
37.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
34.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
33.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
32.2
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
32.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
29.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
28.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
27.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
26.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
26.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
25.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
25.5
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
24.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
24.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
24.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
24.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
24.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
24.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
23.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
23.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
23.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
22.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
22.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
22.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
21.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
21.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
20.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
20.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
19.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
19.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
18.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
18.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
18.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
18.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
18.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
18.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
17.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
17.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
17.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
16.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
16.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
16.5
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
16.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
16.0
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
14.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
14.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
13.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
13.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
12.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
11.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
11.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
10.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
10.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
8.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
8.4
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
8.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 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.
MPI is validated 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
57.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
175.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
140.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
126.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
125.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
118.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
115.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
114.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
112.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
109.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
108.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
107.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
106.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
106.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
106.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
104.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
104.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
103.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
102.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
102.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
102.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
102.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
102.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
102.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
102.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
101.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
101.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
101.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
101.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
101.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
101.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
100.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
99.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
99.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
99.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
97.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
97.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
97.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
97.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
97.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
95.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
94.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
94.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
93.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
93.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
93.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
92.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
92.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
92.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
91.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
91.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
90.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
89.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
89.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
89.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
89.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
88.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
88.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
88.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
88.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
88.2
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
87.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
87.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
86.9
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
86.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
86.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
86.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
86.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
86.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
86.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
85.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
85.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
85.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
84.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
84.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
83.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
83.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
83.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
83.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
83.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
82.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
82.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
82.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
82.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
82.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
82.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
81.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
81.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
81.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
81.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
80.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
80.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
80.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
80.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
79.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
79.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
79.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
79.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
79.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
79.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
78.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
78.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
78.7
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
78.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
78.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
78.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
78.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
77.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
77.6
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
77.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
77.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
77.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
77.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
77.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
77.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
76.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
76.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
76.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
76.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
76.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
76.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
76.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
76.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
75.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
75.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
75.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
75.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
75.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
75.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
75.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
75.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
75.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
74.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
74.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
74.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
73.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
73.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
73.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
73.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
73.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
73.2
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
73.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
73.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
72.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
72.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
72.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
72.4
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
72.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
71.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
71.9
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
71.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
71.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
71.3
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
71.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
71.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
71.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
70.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
70.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
70.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
70.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
70.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
69.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
69.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
69.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
69.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
69.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
69.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
68.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
68.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
68.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
68.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
67.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
67.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
67.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
67.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
67.5
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
67.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
66.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
66.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
66.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
66.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
66.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
66.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
66.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
65.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
65.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
65.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
65.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
65.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
65.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
65.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
65.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
64.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
64.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
64.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
64.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
64.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
64.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
64.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
64.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
63.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
63.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
63.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
63.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
63.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
63.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
63.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
63.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
63.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
62.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
62.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
62.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
62.5
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
62.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
62.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
62.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
62.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
62.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
61.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
61.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
61.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
61.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
61.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
61.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
61.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
61.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
61.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
61.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
60.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
60.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
60.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
60.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
59.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
59.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
59.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
59.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
58.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
58.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
58.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
58.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
58.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
58.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
58.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
58.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
58.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
57.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
57.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
57.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
57.6
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
57.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
57.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
57.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
56.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
56.6
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
56.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
56.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
56.2
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
56.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
55.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
55.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
55.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
55.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
55.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
55.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
55.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
54.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
54.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
54.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
54.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
54.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
54.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
54.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
53.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
53.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
53.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
53.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
53.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
53.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
53.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
53.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
53.4
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
53.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
53.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
53.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
53.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
53.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
53.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
52.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
52.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
52.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
52.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
51.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
51.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
51.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
51.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
51.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
51.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
51.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
51.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
51.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
50.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
50.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
50.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
50.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
50.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
50.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
50.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
50.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
50.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
49.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
49.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
49.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
49.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
49.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
49.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
49.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
49.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
48.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
48.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
48.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
48.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
48.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
48.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
48.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
47.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
47.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
46.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
46.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
46.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
46.8
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
46.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
46.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
46.6
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
46.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
46.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
46.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
46.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
46.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
46.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
46.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
46.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
46.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
46.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
45.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
45.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
45.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
45.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
45.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
45.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
45.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
45.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
45.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
45.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
45.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
44.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
44.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
44.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
44.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
44.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
44.0
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
44.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
43.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
43.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
43.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
42.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
42.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
42.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
42.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
42.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
41.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
41.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
41.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
41.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
41.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
41.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
41.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
41.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
41.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
41.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
41.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
41.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
41.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
40.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
40.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
40.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
40.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
40.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
40.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
40.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
39.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
39.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
39.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
39.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
39.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
39.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
39.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
38.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
38.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
38.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
38.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
38.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
38.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
38.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
38.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
37.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
37.7
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
37.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
37.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
37.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
37.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
36.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
36.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
36.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
36.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
36.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
36.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
36.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
36.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
36.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
36.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
36.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
35.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
35.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
35.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
35.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
35.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
35.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
35.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
35.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
35.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
34.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
34.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
34.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
34.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
33.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
33.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
33.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
33.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
33.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
33.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
32.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
32.5
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
32.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
32.0
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
31.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
31.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
31.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
31.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
31.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
31.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
31.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
30.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
30.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
30.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
30.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
30.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
30.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
29.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
29.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
28.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
28.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
28.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
28.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
28.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
28.2
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
28.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
27.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
26.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
26.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
26.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
26.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
26.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
26.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
26.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
25.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
25.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
25.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
25.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
25.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
25.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
24.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
23.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
23.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
21.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
21.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
20.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
20.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
19.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
19.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
19.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
19.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
19.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
19.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
19.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
19.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
18.6
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
17.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
17.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
17.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
16.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
16.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
16.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
16.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
16.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
15.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
14.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
14.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
14.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
14.1
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
14.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
13.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
13.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
13.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
12.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
12.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
12.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
12.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
11.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
9.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
7.9
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.
MPI is validated prognostic, high expression is favorable 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
51.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
95.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
95.3
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
93.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
92.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
91.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
86.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
83.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
82.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
77.9
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
76.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
75.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
74.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
73.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
73.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
73.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
72.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
71.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
70.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
70.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
69.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
68.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
68.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
66.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
65.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
65.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
64.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
63.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
63.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
61.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
61.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
61.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
59.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
59.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
58.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
58.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
57.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
57.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
57.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
57.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
56.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
55.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
55.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
54.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
54.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
54.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
54.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
54.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
53.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
53.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
52.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
52.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
52.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
51.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
51.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
49.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
48.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
47.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
46.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
45.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
45.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
44.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
43.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
42.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
42.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
40.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
40.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
39.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
39.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
39.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
38.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
38.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
37.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
37.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
37.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
36.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
36.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
36.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
35.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
34.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
34.5
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
33.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
33.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
31.7
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
31.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
29.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
28.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
28.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
27.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
26.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
26.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
25.9
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
24.7
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
24.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
23.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
22.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
20.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
17.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
16.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
14.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
MPI 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
31.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
91.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
80.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
79.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
77.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
75.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
71.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
70.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
69.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
68.7
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
67.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
67.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
66.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
66.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
61.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
60.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
59.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
58.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
58.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
56.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
56.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
56.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
55.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
55.5
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
53.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
53.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
53.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
52.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
51.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
51.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
51.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
50.9
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
50.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
50.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
49.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
48.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
48.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
48.2
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
48.1
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
47.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
47.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
47.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
46.6
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
46.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
45.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
45.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
45.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
44.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
44.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
44.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
43.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
43.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
43.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
42.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
42.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
42.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
41.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
41.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
40.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
40.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
40.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
40.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
39.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
39.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
39.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
39.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
39.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
39.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
39.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
38.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
38.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
37.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
37.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
37.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
37.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
37.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
36.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
36.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
36.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
36.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
36.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
35.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
35.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
35.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
35.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
35.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
34.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
34.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
34.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
34.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
34.1
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
34.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
34.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
34.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
33.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
33.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
33.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
33.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
33.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
32.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
32.8
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
32.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
32.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
32.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
32.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
32.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
32.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
32.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
32.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
32.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
32.1
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
32.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
31.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
31.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
31.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
31.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
31.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
31.8
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
31.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
31.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
31.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
31.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
31.6
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
31.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
31.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
31.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
31.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
31.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
31.1
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
31.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
31.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
30.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
30.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
30.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
30.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
30.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
30.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
30.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
30.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
30.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
29.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
29.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
29.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
29.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
29.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
29.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
29.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
29.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
28.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
28.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
28.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
28.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
28.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
28.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
27.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
27.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
27.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
27.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
27.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
27.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
27.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
27.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
27.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
27.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
27.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
27.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
26.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
26.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
26.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
26.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
26.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
26.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
25.9
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
25.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
25.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
25.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
25.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
25.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
25.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
25.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
24.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
24.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
24.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
24.7
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
24.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
24.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
24.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
24.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
24.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
24.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
24.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
23.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
23.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
23.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
23.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
23.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
23.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
23.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
22.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
22.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
22.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
22.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
22.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
22.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
22.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
22.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
22.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
22.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
22.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
22.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
22.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
22.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
22.1
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
21.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
21.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
21.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
21.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
21.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
21.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
21.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
21.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
20.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
20.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
20.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
20.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
20.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
20.4
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
20.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
20.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
20.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
20.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
19.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
19.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
19.9
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
19.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
19.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
19.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
19.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
19.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
19.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
19.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
19.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
18.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
18.9
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
18.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
18.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
18.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
18.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
18.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
17.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
17.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
17.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
17.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
17.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
17.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
17.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
16.7
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
16.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
16.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
16.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
16.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
16.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
15.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
15.6
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
15.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
15.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
15.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
15.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
14.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
13.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
13.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
12.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
12.2
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
12.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
12.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
11.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
10.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
10.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
10.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
9.6
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0009000003
Tumor
1.4
CPT0025230003
Tumor
1.2
CPT0079480003
Tumor
1.1
CPT0021240003
Tumor
1.1
CPT0006630003
Tumor
1.0
CPT0079270003
Tumor
1.0
CPT0025110003
Tumor
0.9
CPT0089460004
Tumor
0.9
CPT0025350003
Tumor
0.9
CPT0025880003
Tumor
0.9
CPT0026410003
Tumor
0.9
CPT0065930003
Tumor
0.9
CPT0012370003
Tumor
0.9
CPT0006440003
Tumor
0.9
CPT0012080003
Tumor
0.8
CPT0071150004
Tumor
0.8
CPT0077110003
Tumor
0.8
CPT0025580004
Tumor
0.8
CPT0001540009
Tumor
0.8
CPT0077490003
Tumor
0.7
CPT0000780007
Tumor
0.7
CPT0078930003
Tumor
0.7
CPT0000870016
Tumor
0.7
CPT0006900003
Tumor
0.7
CPT0089020003
Tumor
0.7
CPT0065810003
Tumor
0.7
CPT0011240003
Tumor
0.7
CPT0025050003
Tumor
0.7
CPT0019130003
Tumor
0.7
CPT0024670003
Tumor
0.6
CPT0019990003
Tumor
0.6
CPT0012900004
Tumor
0.6
CPT0010160003
Tumor
0.5
CPT0078830003
Tumor
0.5
CPT0078990003
Tumor
0.5
CPT0086030003
Tumor
0.5
CPT0001180009
Tumor
0.5
CPT0014370004
Tumor
0.4
CPT0000640003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0066470004
Tumor
0.4
CPT0001220008
Tumor
0.4
CPT0079230003
Tumor
0.4
CPT0087040003
Tumor
0.4
CPT0088480003
Tumor
0.3
CPT0063320003
Tumor
0.3
CPT0001260009
Tumor
0.3
CPT0014450004
Tumor
0.3
CPT0065750003
Tumor
0.3
CPT0092290003
Tumor
0.2
CPT0025290003
Tumor
0.2
CPT0088760003
Tumor
0.2
CPT0088900003
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0001500009
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0088970003
Tumor
0.2
CPT0023690003
Tumor
0.2
CPT0025170003
Tumor
0.1
CPT0002270011
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0092790003
Tumor
0.1
CPT0092740003
Normal
0.1
CPT0086870003
Tumor
0.1
CPT0015730003
Tumor
0.1
CPT0002350011
Tumor
0.1
CPT0064370003
Tumor
0.1
CPT0014160003
Tumor
0.1
CPT0092730003
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0081600003
Tumor
0.1
CPT0007860003
Tumor
0.1
CPT0077310003
Tumor
0.1
CPT0078510003
Tumor
0.0
CPT0026420001
Normal
0.0
CPT0006950001
Normal
0.0
CPT0086950003
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0065430003
Tumor
0.0
CPT0009080003
Normal
0.0
CPT0077140001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0065870003
Tumor
0.0
CPT0023710001
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0081880003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0079180003
Tumor
0.0
CPT0088630003
Tumor
-0.1
CPT0078660003
Tumor
-0.1
CPT0025610001
Normal
-0.1
CPT0088920001
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0000890001
Normal
-0.1
CPT0086360003
Tumor
-0.1
CPT0066430001
Normal
-0.1
CPT0009060003
Tumor
-0.1
CPT0000790001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0078840001
Normal
-0.1
CPT0065450001
Normal
-0.1
CPT0014350001
Normal
-0.1
CPT0078670001
Normal
-0.1
CPT0092310003
Normal
-0.1
CPT0024680001
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0087050003
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0077500001
Normal
-0.2
CPT0025920001
Normal
-0.2
CPT0012640003
Normal
-0.2
CPT0019160001
Normal
-0.2
CPT0069010001
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0076350001
Normal
-0.2
CPT0013790003
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0063630003
Tumor
-0.2
CPT0015910003
Tumor
-0.2
CPT0082010001
Normal
-0.2
CPT0012090003
Normal
-0.2
CPT0089040001
Normal
-0.2
CPT0012670003
Tumor
-0.2
CPT0001550001
Normal
-0.2
CPT0007870001
Normal
-0.2
CPT0085670003
Tumor
-0.2
CPT0007470001
Normal
-0.2
CPT0018250001
Normal
-0.2
CPT0012920003
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0076330003
Tumor
-0.3
CPT0012570003
Normal
-0.3
CPT0063640001
Normal
-0.3
CPT0010170001
Normal
-0.3
CPT0020020001
Normal
-0.3
CPT0025060001
Normal
-0.3
CPT0086890003
Normal
-0.3
CPT0020130001
Normal
-0.3
CPT0009020003
Normal
-0.3
CPT0092160003
Tumor
-0.3
CPT0078800003
Tumor
-0.3
CPT0088640003
Normal
-0.3
CPT0065820001
Normal
-0.3
CPT0010110003
Tumor
-0.3
CPT0014470001
Normal
-0.3
CPT0088500001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0086830003
Normal
-0.3
CPT0001230001
Normal
-0.4
CPT0001510001
Normal
-0.4
CPT0079000001
Normal
-0.4
CPT0006530001
Normal
-0.4
CPT0017410003
Tumor
-0.4
CPT0079410003
Tumor
-0.4
CPT0078530001
Normal
-0.4
CPT0086370003
Normal
-0.4
CPT0011410003
Tumor
-0.4
CPT0063330001
Normal
-0.4
CPT0066520001
Normal
-0.4
CPT0064400001
Normal
-0.4
CPT0075560003
Tumor
-0.4
CPT0001350001
Normal
-0.4
CPT0012550003
Tumor
-0.4
CPT0012280003
Tumor
-0.4
CPT0001340003
Tumor
-0.4
CPT0023350003
Tumor
-0.4
CPT0012290003
Normal
-0.5
CPT0017450001
Normal
-0.5
CPT0002370001
Normal
-0.5
CPT0088690003
Tumor
-0.5
CPT0000660001
Normal
-0.5
CPT0079510001
Normal
-0.5
CPT0010120001
Normal
-0.5
CPT0001190001
Normal
-0.5
CPT0084560003
Tumor
-0.6
CPT0075570001
Normal
-0.6
CPT0075130003
Tumor
-0.6
CPT0069190001
Normal
-0.6
CPT0069160003
Tumor
-0.6
CPT0079300001
Normal
-0.6
CPT0020120003
Tumor
-0.6
CPT0001270001
Normal
-0.6
CPT0014130001
Normal
-0.7
CPT0088550004
Tumor
-0.7
CPT0084590001
Normal
-0.7
CPT0077320001
Normal
-0.7
CPT0092190003
Normal
-0.8
CPT0075170001
Normal
-0.8
CPT0017850003
Tumor
-0.9
CPT0012180003
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.