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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.
ERO1A 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
22.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
56.7
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
51.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
50.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
42.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
41.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
40.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
40.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
37.4
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
35.6
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
33.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
32.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
29.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
28.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
28.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
28.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
28.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
27.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
26.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
25.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
24.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
24.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
24.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
23.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
23.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
22.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
22.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
22.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
21.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
21.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
21.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
20.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
20.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
19.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
19.2
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
18.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
18.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
18.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
17.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
17.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
16.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
16.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
16.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
15.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
14.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
14.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
14.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
14.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
13.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
13.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
13.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
13.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
12.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
12.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
12.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
11.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
11.7
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
11.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
10.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
9.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
9.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
9.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
7.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 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.
ERO1A is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
34.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
203.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
176.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
117.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
117.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
117.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
110.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
109.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
104.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
98.0
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
93.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
87.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
85.0
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
83.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
79.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
78.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
77.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
77.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
75.4
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
74.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
74.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
70.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
69.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
69.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
69.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
68.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
68.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
67.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
67.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
66.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
65.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
64.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
63.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
62.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
62.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
61.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
59.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
59.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
59.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
59.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
58.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
58.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
57.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
56.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
56.1
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
55.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
55.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
55.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
55.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
53.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
53.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
52.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
52.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
52.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
52.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
51.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
51.7
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
51.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
51.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
51.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
51.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
50.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
49.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
49.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
49.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
49.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
49.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
49.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
48.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
48.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
48.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
48.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
48.2
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
48.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
48.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
48.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
48.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
47.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
47.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
47.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
47.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
47.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
47.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
47.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
47.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
47.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
47.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
46.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
46.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
46.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
46.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
46.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
46.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
46.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
46.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
46.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
45.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
45.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
45.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
45.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
45.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
45.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
45.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
45.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
44.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
44.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
44.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
43.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
43.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
43.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
43.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
43.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
43.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
42.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
42.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
42.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
42.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
42.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
42.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
42.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
42.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
42.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
42.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
42.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
41.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
41.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
41.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
41.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
41.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
41.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
41.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
41.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
41.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
40.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
40.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
40.5
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
40.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
40.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
40.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
40.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
40.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
40.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
39.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
39.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
39.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
39.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
39.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
39.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
39.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
39.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
39.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
39.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
38.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
38.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
38.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
38.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
38.8
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
38.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
38.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
38.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
38.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
38.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
38.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
38.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
38.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
38.2
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
38.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
38.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
38.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
37.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
37.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
37.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
37.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
37.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
37.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
37.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
37.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
37.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
37.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
37.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
36.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
36.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
36.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
36.5
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
36.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
36.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
36.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
36.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
36.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
35.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
35.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
35.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
35.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
35.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
35.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
35.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
35.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
35.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
35.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
35.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
35.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
35.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
35.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
35.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
35.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
35.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
34.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
34.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
34.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
34.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
34.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
34.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
34.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
34.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
34.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
34.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
34.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
34.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
33.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
33.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
33.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
33.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
33.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
33.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
33.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
33.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
33.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
33.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
33.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
33.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
33.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
33.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
33.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
33.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
33.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
32.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
32.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
32.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
32.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
32.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
32.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
32.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
32.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
32.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
32.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
32.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
32.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
32.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
32.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
32.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
32.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
32.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
32.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
32.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
32.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
31.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
31.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
31.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
31.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
31.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
31.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
31.3
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
31.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
30.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
30.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
30.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
30.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
30.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
30.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
30.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
30.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
30.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
30.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
30.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
30.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
30.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
30.1
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
30.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
29.9
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
29.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
29.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
29.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
29.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
29.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
29.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
29.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
29.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
29.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
29.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
29.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
29.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
29.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
29.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
28.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
28.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
28.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
28.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
28.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
28.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
28.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
28.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
28.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
28.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
27.7
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
27.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
27.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
27.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
27.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
27.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
27.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
27.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
27.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
27.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
26.9
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
26.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
26.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
26.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
26.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
26.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
26.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
26.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
26.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
26.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
26.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
26.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
26.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
26.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
26.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
26.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
26.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
26.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
26.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
26.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
26.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
25.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
25.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
25.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
25.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
25.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
25.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
25.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
25.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
25.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
25.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
25.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
24.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
24.9
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
24.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
24.7
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
24.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
24.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
24.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
24.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
24.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
24.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
24.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
24.3
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
24.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
24.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
24.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
23.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
23.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
23.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
23.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
23.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
23.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
23.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
23.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
23.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
23.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
23.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
23.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
23.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
22.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
22.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
22.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
22.7
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
22.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
22.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
22.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
22.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
22.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
22.1
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
22.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
22.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
22.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
21.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
21.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
21.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
21.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
21.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
21.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
21.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
21.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
21.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
21.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
21.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
21.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
21.1
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
21.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
21.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
21.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
20.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
20.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
20.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
20.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
20.6
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
20.4
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
20.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
20.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
20.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
20.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
20.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
20.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
20.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
20.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
20.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
20.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
20.0
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
20.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
20.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
19.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
19.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
19.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
19.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
19.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
19.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
19.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
19.3
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
19.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
19.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
19.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
19.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
18.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
18.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
18.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
18.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
18.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
18.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
18.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
18.5
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
18.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
18.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
17.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
17.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
17.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
17.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
17.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
17.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
17.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
16.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
16.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
16.8
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
16.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
16.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
16.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
16.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
16.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
16.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
16.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
16.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
15.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
15.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
15.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
15.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
15.6
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
15.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
15.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
14.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
14.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
14.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
14.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
14.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
14.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
14.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
14.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
14.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
14.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
14.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
13.7
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
13.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
13.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
13.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
13.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
12.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
12.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
12.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
12.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
12.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
12.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
12.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
12.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
12.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
12.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
11.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
11.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
11.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
11.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
11.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
11.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
11.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
11.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
11.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
11.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
10.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
10.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
10.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
10.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
9.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
9.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
9.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
8.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
6.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
6.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
4.9
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
3.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ERO1A is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
44.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
101.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
89.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
88.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
86.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
85.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
84.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
80.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
80.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
73.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
73.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
71.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
71.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
67.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
65.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
62.5
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
61.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
61.8
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
61.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
61.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
60.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
56.3
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
55.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
54.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
54.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
54.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
53.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
53.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
51.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
51.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
50.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
50.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
49.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
49.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
47.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
47.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
47.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
46.3
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
46.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
45.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
45.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
45.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
45.2
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
44.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
44.1
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
43.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
43.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
43.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
43.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
42.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
42.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
41.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
41.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
41.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
40.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
40.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
39.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
39.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
39.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
39.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
38.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
38.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
38.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
37.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
37.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
36.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
36.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
35.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
35.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
35.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
35.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
34.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
34.5
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
34.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
33.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
33.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
31.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
31.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
30.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
30.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
29.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
29.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
29.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
28.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
26.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
25.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
25.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
24.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
23.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
21.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
21.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
20.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
20.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
20.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
19.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
19.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
17.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
14.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
10.9
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
7.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 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.
ERO1A 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
17.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
108.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
96.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
81.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
72.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
71.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
68.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
67.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
56.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
54.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
54.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
50.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
47.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
47.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
47.0
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
45.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
44.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
42.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
41.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
40.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
39.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
38.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
37.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
35.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
35.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
32.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
32.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
31.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
29.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
29.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
29.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
28.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
28.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
28.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
28.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
28.0
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
27.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
27.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
27.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
27.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
26.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
26.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
26.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
26.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
26.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
26.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
26.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
25.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
25.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
25.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
25.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
24.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
24.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
24.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
23.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
22.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
22.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
22.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
22.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
22.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
21.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
21.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
21.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
20.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
20.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
20.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
20.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
19.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
19.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
19.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
19.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
19.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
19.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
19.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
18.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
18.9
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
18.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
18.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
18.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
18.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
18.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
18.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
18.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
17.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
17.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
17.4
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
17.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
17.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
17.1
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
17.0
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
16.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
16.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
16.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
16.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
16.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
16.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
16.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
16.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
16.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
15.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
15.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
15.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
15.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
15.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
15.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
15.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
15.3
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
15.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
14.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
14.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
14.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
14.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
14.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
14.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
14.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
14.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
14.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
14.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
14.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
14.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
14.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
14.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
13.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
13.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
13.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
13.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
13.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
13.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
13.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.5
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
13.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
13.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
13.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
13.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
13.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
13.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
13.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
13.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
13.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
12.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
12.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
12.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
12.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
12.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
12.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
12.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
12.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
12.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
12.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
12.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
12.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
12.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
12.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
12.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
12.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
12.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
11.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
11.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
11.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
11.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
11.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
11.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
11.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
11.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
11.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
11.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
11.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
11.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
11.4
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
11.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
11.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
11.4
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
11.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
11.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
11.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
11.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
11.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
11.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
11.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
11.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
11.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
11.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
10.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
10.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
10.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
10.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
10.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
10.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
10.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
10.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
10.6
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
10.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
10.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
10.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
10.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
10.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
10.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
10.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
10.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
10.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
10.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
10.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
10.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
10.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
9.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
9.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
9.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
9.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
9.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
9.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
9.4
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
9.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
9.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
9.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
9.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
8.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
8.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
8.9
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
8.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
8.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
8.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
8.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
8.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
8.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
8.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
8.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
7.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
7.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
7.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
7.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
7.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
7.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
7.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
7.6
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
7.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
7.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
7.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
7.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
7.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
7.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
7.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
7.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
7.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
6.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
6.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
6.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
6.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
6.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
6.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
6.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
6.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
6.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
6.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
5.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
5.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
5.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
5.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
5.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
5.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
5.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
5.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
5.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
5.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
5.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
5.2
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
5.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
4.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
4.5
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
4.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
4.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
3.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
3.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
3.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
2.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
2.6
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0086950003
Tumor
2.8
CPT0025110003
Tumor
2.3
CPT0001340003
Tumor
1.9
CPT0023350003
Tumor
1.7
CPT0079270003
Tumor
1.7
CPT0002350011
Tumor
1.5
CPT0076330003
Tumor
1.5
CPT0009000003
Tumor
1.5
CPT0088690003
Tumor
1.4
CPT0019130003
Tumor
1.3
CPT0069000003
Tumor
1.2
CPT0084560003
Tumor
1.2
CPT0078830003
Tumor
1.1
CPT0025230003
Tumor
1.0
CPT0077110003
Tumor
0.9
CPT0081880003
Tumor
0.9
CPT0075130003
Tumor
0.9
CPT0001260009
Tumor
0.8
CPT0069160003
Tumor
0.8
CPT0063630003
Tumor
0.8
CPT0024670003
Tumor
0.8
CPT0012550003
Tumor
0.8
CPT0086820003
Tumor
0.8
CPT0088630003
Tumor
0.7
CPT0025880003
Tumor
0.7
CPT0012280003
Tumor
0.7
CPT0014450004
Tumor
0.7
CPT0001180009
Tumor
0.7
CPT0012080003
Tumor
0.7
CPT0026410003
Tumor
0.7
CPT0065930003
Tumor
0.7
CPT0006440003
Tumor
0.6
CPT0012900004
Tumor
0.6
CPT0079380003
Tumor
0.6
CPT0079480003
Tumor
0.6
CPT0025580004
Tumor
0.6
CPT0088550004
Tumor
0.5
CPT0078990003
Tumor
0.5
CPT0025350003
Tumor
0.5
CPT0000780007
Tumor
0.5
CPT0078930003
Tumor
0.5
CPT0014370004
Tumor
0.5
CPT0021240003
Tumor
0.5
CPT0010160003
Tumor
0.5
CPT0089460004
Tumor
0.4
CPT0012180003
Tumor
0.4
CPT0064370003
Tumor
0.4
CPT0063320003
Tumor
0.4
CPT0007860003
Tumor
0.4
CPT0025290003
Tumor
0.4
CPT0086030003
Tumor
0.4
CPT0065810003
Tumor
0.4
CPT0088900003
Tumor
0.3
CPT0000870016
Tumor
0.3
CPT0007320003
Tumor
0.3
CPT0077310003
Tumor
0.3
CPT0089020003
Tumor
0.3
CPT0081990003
Tumor
0.3
CPT0066480003
Tumor
0.3
CPT0087040003
Tumor
0.3
CPT0071150004
Tumor
0.3
CPT0079410003
Tumor
0.3
CPT0006900003
Tumor
0.3
CPT0086870003
Tumor
0.3
CPT0065430003
Tumor
0.3
CPT0025050003
Tumor
0.3
CPT0077490003
Tumor
0.3
CPT0010110003
Tumor
0.2
CPT0078510003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0092730003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0006630003
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0075720003
Tumor
0.1
CPT0011240003
Tumor
0.1
CPT0066470004
Tumor
0.1
CPT0017410003
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0088480003
Tumor
0.1
CPT0012370003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0023690003
Tumor
0.0
CPT0065690003
Tumor
0.0
CPT0001540009
Tumor
0.0
CPT0017850003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0012670003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0019990003
Tumor
-0.1
CPT0014160003
Tumor
-0.1
CPT0079180003
Tumor
-0.1
CPT0000640003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0092290003
Tumor
-0.1
CPT0092790003
Tumor
-0.2
CPT0020120003
Tumor
-0.2
CPT0075560003
Tumor
-0.2
CPT0078660003
Tumor
-0.2
CPT0078800003
Tumor
-0.3
CPT0086360003
Tumor
-0.3
CPT0079230003
Tumor
-0.3
CPT0025170003
Tumor
-0.4
CPT0015730003
Tumor
-0.4
CPT0077320001
Normal
-0.4
CPT0065750003
Tumor
-0.4
CPT0092190003
Normal
-0.5
CPT0084590001
Normal
-0.5
CPT0088570001
Normal
-0.5
CPT0002270011
Tumor
-0.5
CPT0076350001
Normal
-0.5
CPT0088920001
Normal
-0.6
CPT0001350001
Normal
-0.6
CPT0001190001
Normal
-0.6
CPT0088710001
Normal
-0.6
CPT0010120001
Normal
-0.7
CPT0014470001
Normal
-0.7
CPT0006530001
Normal
-0.7
CPT0025060001
Normal
-0.7
CPT0069190001
Normal
-0.7
CPT0009060003
Tumor
-0.7
CPT0065820001
Normal
-0.7
CPT0075570001
Normal
-0.7
CPT0063640001
Normal
-0.7
CPT0077140001
Normal
-0.7
CPT0079510001
Normal
-0.7
CPT0089040001
Normal
-0.7
CPT0001270001
Normal
-0.7
CPT0092800003
Normal
-0.7
CPT0066520001
Normal
-0.7
CPT0002370001
Normal
-0.7
CPT0078840001
Normal
-0.7
CPT0000660001
Normal
-0.7
CPT0088780001
Normal
-0.8
CPT0006730001
Normal
-0.8
CPT0017450001
Normal
-0.8
CPT0075170001
Normal
-0.8
CPT0087050003
Normal
-0.8
CPT0010170001
Normal
-0.8
CPT0086970003
Normal
-0.8
CPT0012290003
Normal
-0.8
CPT0079430001
Normal
-0.8
CPT0026420001
Normal
-0.8
CPT0020130001
Normal
-0.8
CPT0006950001
Normal
-0.8
CPT0065450001
Normal
-0.8
CPT0023360001
Normal
-0.8
CPT0000890001
Normal
-0.8
CPT0014350001
Normal
-0.8
CPT0064400001
Normal
-0.8
CPT0081620001
Normal
-0.8
CPT0020020001
Normal
-0.8
CPT0001550001
Normal
-0.8
CPT0018250001
Normal
-0.8
CPT0082010001
Normal
-0.8
CPT0025610001
Normal
-0.8
CPT0009020003
Normal
-0.8
CPT0063330001
Normal
-0.8
CPT0001510001
Normal
-0.9
CPT0013790003
Normal
-0.9
CPT0012090003
Normal
-0.9
CPT0024680001
Normal
-0.9
CPT0092310003
Normal
-0.9
CPT0077500001
Normal
-0.9
CPT0092740003
Normal
-0.9
CPT0014130001
Normal
-0.9
CPT0069010001
Normal
-0.9
CPT0078670001
Normal
-0.9
CPT0078940001
Normal
-0.9
CPT0025920001
Normal
-0.9
CPT0012570003
Normal
-0.9
CPT0019160001
Normal
-0.9
CPT0012920003
Normal
-0.9
CPT0078530001
Normal
-0.9
CPT0007870001
Normal
-0.9
CPT0089480003
Normal
-0.9
CPT0079300001
Normal
-0.9
CPT0066430001
Normal
-1.0
CPT0012640003
Normal
-1.0
CPT0000790001
Normal
-1.0
CPT0086890003
Normal
-1.0
CPT0086370003
Normal
-1.0
CPT0086830003
Normal
-1.0
CPT0023710001
Normal
-1.0
CPT0088640003
Normal
-1.0
CPT0007470001
Normal
-1.0
CPT0009080003
Normal
-1.0
CPT0079000001
Normal
-1.0
CPT0088500001
Normal
-1.1
CPT0012770003
Normal
-1.2
CPT0088970003
Tumor
-1.3
CPT0001230001
Normal
-1.3
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
