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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.
CRADD 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
10.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
24.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
24.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
24.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
23.3
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
22.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
19.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
18.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
17.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
15.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
15.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
14.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
14.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
14.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
14.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
13.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
13.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
12.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
12.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
12.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
12.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
12.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
11.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
11.6
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
11.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
11.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
11.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
11.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
11.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
11.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
10.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
10.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
10.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
10.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
10.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
10.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
10.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
10.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
10.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
10.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
9.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
9.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
9.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
9.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
9.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
9.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
8.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
8.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
7.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
6.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
6.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
6.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
6.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
5.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
3.7
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
3.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
3.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
2.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
0.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CRADD is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
16.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
49.8
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
48.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
38.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
38.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
38.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
37.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
37.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
36.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
36.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
36.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
35.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
35.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
34.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
34.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
34.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
32.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
32.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
31.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
31.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
31.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
30.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
30.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
30.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
30.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
30.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
30.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
29.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
29.3
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
29.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
29.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
28.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
28.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
28.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
28.4
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
28.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
28.2
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
28.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
27.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
27.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
27.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
27.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
27.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
27.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
27.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
27.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
27.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
27.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
27.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
26.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
26.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
26.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
26.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
26.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
25.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
25.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
25.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
25.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
25.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
25.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
25.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
25.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
25.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
25.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
25.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
25.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
25.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
24.9
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
24.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
24.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
24.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
24.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
24.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
24.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
24.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
24.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
24.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
24.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
24.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
24.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
24.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
24.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
24.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
24.2
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
24.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
23.9
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
23.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
23.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
23.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
23.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
23.4
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
23.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
23.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
23.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
23.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
23.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
23.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
23.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
23.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
23.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
23.0
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
22.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
22.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
22.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
22.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
22.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
22.5
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
22.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
22.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
22.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
22.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
22.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
22.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
22.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
22.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
22.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
22.1
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
22.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
22.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
22.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
21.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
21.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
21.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
21.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
21.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
21.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
21.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
21.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
21.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
21.5
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
21.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
21.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
21.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
21.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
21.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
21.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
21.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
21.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
21.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
21.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
20.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
20.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
20.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
20.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
20.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
20.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
20.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
20.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
20.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
20.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
20.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
20.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
20.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
20.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
20.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
20.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
20.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
20.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
20.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
19.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
19.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
19.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
19.9
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
19.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
19.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
19.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
19.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
19.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
19.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
19.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
19.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
19.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
19.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
19.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
19.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
19.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
19.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
19.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
19.0
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
19.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
19.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
18.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
18.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
18.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
18.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
18.7
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
18.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
18.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
18.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
18.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
18.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
18.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
18.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
18.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
18.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
18.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
18.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
18.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
18.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
18.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
18.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
18.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
18.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
18.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
18.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
18.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
18.1
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
18.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
18.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
18.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
17.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
17.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
17.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
17.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
17.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
17.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
17.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
17.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
17.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
17.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
17.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
17.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
17.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
17.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
17.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
17.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
17.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
17.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
17.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
17.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
17.2
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
17.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
17.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
16.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
16.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
16.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
16.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
16.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
16.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
16.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
16.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
16.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
16.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
16.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
16.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
16.6
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
16.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
16.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
16.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
16.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
16.4
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
16.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
16.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
16.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
16.3
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
16.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
16.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
16.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
16.2
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
16.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
16.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
16.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
16.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
16.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
16.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
16.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
15.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
15.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
15.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
15.8
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
15.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
15.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
15.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
15.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
15.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
15.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
15.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
15.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
15.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
15.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
15.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
15.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
15.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
15.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
15.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
15.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
15.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
15.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
14.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
14.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
14.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
14.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
14.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
14.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
14.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
14.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
14.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
14.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
14.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
14.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
14.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
14.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
14.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
14.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
14.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
14.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
14.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
14.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
14.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
14.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
14.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
14.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
14.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
14.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
14.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
14.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
13.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
13.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
13.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
13.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
13.8
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
13.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
13.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
13.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
13.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
13.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
13.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
13.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
13.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
13.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
13.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
13.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
13.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
13.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
13.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
13.3
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
13.2
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
13.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
13.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
13.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
13.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
13.1
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
13.1
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
13.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
13.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
12.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
12.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
12.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
12.8
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
12.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
12.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
12.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
12.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
12.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
12.5
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
12.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
12.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
12.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
12.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
12.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
12.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
12.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
12.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
12.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
12.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
12.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
12.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
12.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
12.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
12.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
11.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
11.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
11.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
11.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
11.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
11.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
11.5
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
11.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
11.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
11.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
11.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
11.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
11.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
11.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
11.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
11.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
11.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
11.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
11.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
11.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
10.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
10.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
10.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
10.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
10.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
10.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
10.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
10.6
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
10.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
10.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
10.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
10.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
10.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
10.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
10.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
10.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
10.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
10.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
10.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
10.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
10.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
10.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
10.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
10.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
9.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
9.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
9.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
9.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
9.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
9.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
9.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
9.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
9.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
9.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
9.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
9.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
9.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
9.2
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
8.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
8.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
8.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
8.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
8.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
8.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
8.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
8.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
8.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
8.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
8.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
8.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
8.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
8.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
8.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
8.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
8.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
8.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
8.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
8.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
7.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
7.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
7.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
7.4
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
7.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
7.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
7.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
7.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
6.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.9
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
6.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
6.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
6.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
6.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
6.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
6.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
6.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
6.2
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
6.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
5.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
5.8
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
5.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
5.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
5.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
5.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.1
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
4.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
4.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
4.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
4.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
4.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
4.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
4.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
4.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
4.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
4.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
4.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
4.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
3.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
3.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
3.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
3.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
3.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
2.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
2.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 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.
CRADD 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
20.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
53.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
47.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
45.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
40.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
36.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
32.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
31.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
31.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
30.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
30.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
29.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
29.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
28.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
28.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
28.2
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
28.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
28.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
26.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
26.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
26.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
26.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
25.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
25.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
24.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
24.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
24.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
24.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
24.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
23.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
23.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
23.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
23.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
22.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
22.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
22.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
21.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
21.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
21.7
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
21.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
21.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
21.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
20.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
20.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
20.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
20.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
20.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
20.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
19.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
19.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
19.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
19.2
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
19.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
19.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
18.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
18.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
18.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
18.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
17.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
17.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
17.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
17.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
17.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
17.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
16.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
16.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
16.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
16.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
16.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
15.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
15.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
15.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
15.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
14.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
14.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
13.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
13.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
13.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
13.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
12.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
12.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
12.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
12.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
11.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
11.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
11.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
11.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
11.6
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
11.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.9
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
10.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
10.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
10.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
10.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
9.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
9.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CRADD is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
13.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
45.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
44.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
43.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
42.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
41.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
38.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
38.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
37.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
36.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
33.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
32.4
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
30.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
29.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
29.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
29.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
28.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
28.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
28.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
28.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
28.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
27.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
27.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
27.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
26.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
26.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
26.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
26.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
25.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
25.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
25.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
25.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
24.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
24.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
24.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
24.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
23.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
23.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
23.3
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
23.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
22.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
22.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
22.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
22.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
22.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
21.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
21.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
21.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
21.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
21.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
21.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
21.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
20.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
20.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
20.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
20.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
20.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
20.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
19.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
19.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
19.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
19.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
19.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
18.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
18.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
18.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
18.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
18.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
18.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
18.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
18.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
18.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
18.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
18.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
17.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
17.7
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
17.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
17.6
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
17.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
17.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
17.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
17.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
17.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
17.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
17.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
17.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
16.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
16.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
16.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
16.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
16.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
16.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
16.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
16.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
16.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
15.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
15.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
15.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
15.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
15.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
15.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
15.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
15.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
15.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
15.5
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
15.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
15.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
15.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
15.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
15.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
15.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
15.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
15.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
15.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
14.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
14.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
14.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
14.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
14.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
14.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
14.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
14.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
14.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
14.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
14.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
14.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
14.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
14.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
14.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
13.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
13.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
13.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
13.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
13.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
13.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
13.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
13.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
12.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
12.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
12.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
12.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
12.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
12.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
12.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
12.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
12.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
12.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
11.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
11.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
11.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
11.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
11.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
11.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
11.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
11.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
11.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
11.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
11.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
11.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
11.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
11.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
10.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
10.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
10.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
10.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
10.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
10.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
10.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
10.4
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
10.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
10.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
10.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
10.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
10.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
10.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
10.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
10.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
10.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
9.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
9.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
9.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
9.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
9.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
9.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
9.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
9.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
9.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
9.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
9.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
9.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
9.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
9.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
9.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
9.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
9.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
8.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
8.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
8.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
8.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
8.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
8.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
8.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
8.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
8.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
8.3
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
8.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
8.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
7.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
7.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
7.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
7.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
7.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
7.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
7.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
7.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
7.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
7.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
7.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
6.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
6.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
6.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
6.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
6.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
6.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
6.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
6.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
6.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
6.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
6.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
6.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
6.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
5.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
5.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
5.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
5.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
5.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
5.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
5.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.3
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
5.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
5.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
5.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
5.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
4.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
4.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
4.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
4.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
4.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
3.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
3.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
3.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
3.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
2.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
2.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
2.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
1.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
0.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0024670003
Tumor
0.9
CPT0063320003
Tumor
0.8
CPT0001180009
Tumor
0.6
CPT0078510003
Tumor
0.6
CPT0023690003
Tumor
0.6
CPT0015910003
Tumor
0.6
CPT0012900004
Tumor
0.5
CPT0012370003
Tumor
0.5
CPT0092290003
Tumor
0.5
CPT0011410003
Tumor
0.5
CPT0025050003
Tumor
0.5
CPT0078800003
Tumor
0.5
CPT0071150004
Tumor
0.5
CPT0006900003
Tumor
0.4
CPT0089020003
Tumor
0.4
CPT0006630003
Tumor
0.4
CPT0014450004
Tumor
0.4
CPT0086950003
Tumor
0.4
CPT0012670003
Tumor
0.4
CPT0077110003
Tumor
0.4
CPT0011240003
Tumor
0.4
CPT0066470004
Tumor
0.4
CPT0009080003
Normal
0.4
CPT0081990003
Tumor
0.4
CPT0075560003
Tumor
0.4
CPT0012770003
Normal
0.4
CPT0012550003
Tumor
0.3
CPT0019990003
Tumor
0.3
CPT0077310003
Tumor
0.3
CPT0079230003
Tumor
0.3
CPT0089460004
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0014160003
Tumor
0.3
CPT0025880003
Tumor
0.3
CPT0088480003
Tumor
0.3
CPT0006730001
Normal
0.3
CPT0024680001
Normal
0.3
CPT0025060001
Normal
0.3
CPT0077500001
Normal
0.3
CPT0088780001
Normal
0.3
CPT0010160003
Tumor
0.3
CPT0007860003
Tumor
0.3
CPT0092310003
Normal
0.3
CPT0064370003
Tumor
0.3
CPT0078840001
Normal
0.2
CPT0006950001
Normal
0.2
CPT0014370004
Tumor
0.2
CPT0077140001
Normal
0.2
CPT0078940001
Normal
0.2
CPT0006440003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0078830003
Tumor
0.2
CPT0069160003
Tumor
0.2
CPT0088920001
Normal
0.2
CPT0092800003
Normal
0.2
CPT0065930003
Tumor
0.2
CPT0089480003
Normal
0.2
CPT0025350003
Tumor
0.2
CPT0000890001
Normal
0.2
CPT0010170001
Normal
0.2
CPT0065750003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0012570003
Normal
0.2
CPT0065450001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0064400001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0069010001
Normal
0.2
CPT0069000003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0087050003
Normal
0.1
CPT0023360001
Normal
0.1
CPT0066430001
Normal
0.1
CPT0078670001
Normal
0.1
CPT0088710001
Normal
0.1
CPT0023710001
Normal
0.1
CPT0020130001
Normal
0.1
CPT0009000003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0079480003
Tumor
0.1
CPT0086370003
Normal
0.1
CPT0020020001
Normal
0.1
CPT0009060003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0086830003
Normal
0.1
CPT0092740003
Normal
0.1
CPT0000790001
Normal
0.1
CPT0079430001
Normal
0.1
CPT0086820003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0025580004
Tumor
0.1
CPT0076350001
Normal
0.1
CPT0001500009
Tumor
0.1
CPT0014130001
Normal
0.1
CPT0025290003
Tumor
0.1
CPT0002270011
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0007470001
Normal
0.1
CPT0078530001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0025610001
Normal
0.0
CPT0014470001
Normal
0.0
CPT0001220008
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0015730003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0079180003
Tumor
0.0
CPT0013790003
Normal
0.0
CPT0007870001
Normal
0.0
CPT0086890003
Normal
0.0
CPT0086970003
Normal
0.0
CPT0000660001
Normal
0.0
CPT0026420001
Normal
0.0
CPT0088760003
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0017450001
Normal
0.0
CPT0082010001
Normal
0.0
CPT0025920001
Normal
0.0
CPT0000780007
Tumor
0.0
CPT0009020003
Normal
0.0
CPT0088500001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0012290003
Normal
0.0
CPT0092790003
Tumor
0.0
CPT0007320003
Tumor
0.0
CPT0001510001
Normal
0.0
CPT0065870003
Tumor
0.0
CPT0079000001
Normal
0.0
CPT0006530001
Normal
0.0
CPT0065430003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0077490003
Tumor
0.0
CPT0017410003
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0079380003
Tumor
-0.1
CPT0001350001
Normal
-0.1
CPT0023350003
Tumor
-0.1
CPT0066520001
Normal
-0.1
CPT0019160001
Normal
-0.1
CPT0079410003
Tumor
-0.1
CPT0026410003
Tumor
-0.1
CPT0088690003
Tumor
-0.1
CPT0088900003
Tumor
-0.1
CPT0012080003
Tumor
-0.1
CPT0086360003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0010120001
Normal
-0.1
CPT0075720003
Tumor
-0.1
CPT0063330001
Normal
-0.1
CPT0065690003
Tumor
-0.1
CPT0079270003
Tumor
-0.1
CPT0025170003
Tumor
-0.1
CPT0089040001
Normal
-0.1
CPT0010110003
Tumor
-0.2
CPT0069190001
Normal
-0.2
CPT0001230001
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0092190003
Normal
-0.2
CPT0000640003
Tumor
-0.2
CPT0088970003
Tumor
-0.2
CPT0063630003
Tumor
-0.2
CPT0085670003
Tumor
-0.2
CPT0088630003
Tumor
-0.2
CPT0012280003
Tumor
-0.2
CPT0021240003
Tumor
-0.2
CPT0012640003
Normal
-0.2
CPT0025110003
Tumor
-0.2
CPT0079300001
Normal
-0.3
CPT0002350011
Tumor
-0.3
CPT0079510001
Normal
-0.3
CPT0078660003
Tumor
-0.3
CPT0078990003
Tumor
-0.3
CPT0001190001
Normal
-0.3
CPT0001270001
Normal
-0.3
CPT0001260009
Tumor
-0.3
CPT0086870003
Tumor
-0.4
CPT0017850003
Tumor
-0.4
CPT0001340003
Tumor
-0.4
CPT0081880003
Tumor
-0.4
CPT0075170001
Normal
-0.4
CPT0084590001
Normal
-0.4
CPT0084560003
Tumor
-0.4
CPT0086030003
Tumor
-0.4
CPT0077320001
Normal
-0.4
CPT0076330003
Tumor
-0.4
CPT0092730003
Tumor
-0.5
CPT0088550004
Tumor
-0.5
CPT0012180003
Tumor
-0.5
CPT0075130003
Tumor
-0.6
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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
