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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.
STRADB 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
17.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
67.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
55.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
39.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
34.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
33.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
30.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
29.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
27.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
26.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
25.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
25.6
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
25.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
25.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
24.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
23.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
22.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
20.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
20.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
20.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
20.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
19.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
18.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
18.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
17.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
17.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
16.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
15.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
15.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
15.5
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
14.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
14.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
14.1
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
13.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
13.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
13.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
13.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
13.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
12.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
12.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
12.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
11.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
11.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
11.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
11.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
10.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
10.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
10.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
9.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
9.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
8.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
7.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
7.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
6.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
5.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
5.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
5.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
5.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
4.1
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 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.
STRADB is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
26.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
162.2
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
111.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
108.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
90.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
80.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
80.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
76.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
74.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
72.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
72.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
69.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
67.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
66.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
65.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
64.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
64.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
63.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
62.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
60.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
60.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
60.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
58.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
57.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
57.0
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
56.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
56.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
56.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
54.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
54.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
53.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
52.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
52.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
51.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
50.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
50.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
49.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
49.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
49.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
49.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
48.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
47.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
47.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
47.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
45.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
45.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
45.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
44.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
44.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
44.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
44.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
43.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
43.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
42.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
42.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
42.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
42.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
42.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
41.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
40.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
40.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
39.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
39.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
39.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
39.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
39.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
39.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
39.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
39.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
38.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
38.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
38.5
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
38.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
38.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
38.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
38.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
38.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
37.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
37.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
37.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
37.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
37.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
37.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
36.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
36.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
36.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
36.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
36.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
36.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
36.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
36.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
36.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
35.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
35.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
35.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
35.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
35.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
35.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
35.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
34.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
34.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
34.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
34.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
34.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
34.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
34.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
34.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
34.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
34.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
33.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
33.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
33.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
33.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
33.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
33.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
33.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
33.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
33.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
32.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
32.7
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
32.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
32.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
32.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
32.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
31.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
31.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
31.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
31.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
31.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
31.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
31.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
31.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
31.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
31.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
31.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
30.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
30.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
30.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
30.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
30.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
30.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
30.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
29.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
29.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
29.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
29.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
29.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
29.8
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
29.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
29.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
29.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
29.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
29.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
29.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
29.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
29.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
29.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
29.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
29.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
29.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
29.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
29.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
29.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
29.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
28.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
28.6
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
28.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
28.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
28.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
28.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
28.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
28.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
28.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
27.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
27.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
27.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
27.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
27.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
27.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
27.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
27.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
27.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
27.3
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
27.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
27.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
27.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
27.2
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
27.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
27.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
27.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
27.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
26.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
26.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
26.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
26.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
26.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
26.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
26.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
26.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
26.5
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
26.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
26.3
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
26.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
26.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
26.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
26.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
26.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
26.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
25.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
25.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
25.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
25.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
25.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
25.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
25.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
25.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
25.4
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
25.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
25.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
25.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
25.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
25.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
25.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
25.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
25.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
25.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
24.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
24.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
24.8
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
24.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
24.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
24.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
24.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
24.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
24.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
24.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
24.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
24.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
24.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
24.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
24.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
24.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
23.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
23.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
23.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
23.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
23.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
23.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
23.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
23.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
23.3
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
23.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
23.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
23.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
23.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
23.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
23.1
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
23.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
23.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
23.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
23.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
23.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
22.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
22.8
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
22.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
22.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
22.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
22.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
22.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
22.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
22.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
22.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
22.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
22.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
22.3
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
22.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
22.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
22.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
22.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
22.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
22.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
22.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
21.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
21.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
21.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
21.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
21.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
21.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
21.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
21.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
21.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
21.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
21.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
21.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
21.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
21.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
21.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
21.2
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
21.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
21.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
20.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
20.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
20.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
20.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
20.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
20.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
20.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
20.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
20.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
20.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
20.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
20.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
20.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
20.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
20.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
20.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
20.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
20.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
20.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
20.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
19.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
19.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
19.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
19.8
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
19.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
19.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
19.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
19.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
19.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
19.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
19.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
19.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
19.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
19.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
19.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
19.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
19.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
19.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
19.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
19.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
18.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
18.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
18.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
18.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
18.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
18.6
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
18.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
18.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
18.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
18.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
18.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
18.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
18.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
18.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
18.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
18.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
17.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
17.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
17.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
17.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
17.6
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
17.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
17.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
17.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
17.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
17.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
17.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
17.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
17.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
17.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
17.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
17.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
17.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
17.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
17.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
16.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
16.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
16.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
16.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
16.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
16.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
16.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
16.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
16.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
16.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
16.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
16.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
16.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
16.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
16.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
16.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
16.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
16.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
16.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
16.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
16.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
16.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
15.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
15.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
15.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
15.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
15.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
15.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
15.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
15.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
15.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
15.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
15.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
15.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
15.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
15.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
15.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
15.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
15.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
15.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
15.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
14.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
14.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
14.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
14.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
14.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
14.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
14.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
14.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
14.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
14.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
14.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
14.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
14.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
14.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
14.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
13.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
13.9
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
13.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
13.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
13.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
13.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
13.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
13.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
13.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
13.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
13.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
13.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
13.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
13.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
13.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
13.1
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
13.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
13.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
12.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
12.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
12.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
12.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
12.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
12.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
12.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
12.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
12.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
12.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
12.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
12.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
11.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
11.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
11.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
11.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
11.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
11.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
11.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
11.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
11.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
11.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
11.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
11.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
11.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
11.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
11.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
10.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
10.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
10.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
10.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
10.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
10.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
10.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
9.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
9.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
9.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
9.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
9.6
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
9.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
9.4
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
9.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
9.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
9.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
9.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
9.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
8.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
8.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
8.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
7.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
7.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
7.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
7.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
7.1
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
7.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
7.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
7.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
6.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
6.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
5.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
5.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.9
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
4.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
STRADB 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
33.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
96.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
91.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
86.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
78.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
64.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
61.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
61.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
59.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
58.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
49.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
47.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
46.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
44.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
42.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
42.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
42.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
42.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
41.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
41.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
40.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
40.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
39.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
38.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
38.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
38.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
37.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
37.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
37.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
37.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
36.9
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
36.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
36.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
35.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
35.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
35.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
34.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
33.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
33.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
33.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
32.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
32.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
32.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
31.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
31.6
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
31.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
31.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
31.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
31.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
30.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
30.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
30.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
30.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
30.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
29.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
29.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
29.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
28.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
28.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
28.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
28.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
28.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
27.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
27.1
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
26.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
26.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
26.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
26.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
26.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
26.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
25.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
25.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
24.6
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
23.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
23.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
23.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
22.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
22.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
22.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
21.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
20.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
20.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
20.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
20.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
20.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
19.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
19.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
19.4
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
18.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
18.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
18.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
18.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
17.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
17.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
17.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
17.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
15.6
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
13.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
11.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 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.
STRADB is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
33.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
221.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
154.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
154.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
133.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
132.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
119.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
117.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
108.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
106.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
105.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
105.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
98.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
91.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
91.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
86.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
84.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
84.5
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
83.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
81.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
80.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
79.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
78.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
75.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
71.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
71.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
71.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
69.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
69.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
67.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
67.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
65.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
63.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
63.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
63.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
63.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
62.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
61.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
61.4
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
59.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
58.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
58.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
57.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
56.7
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
56.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
55.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
54.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
53.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
52.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
51.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
51.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
49.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
49.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
48.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
48.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
47.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
46.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
46.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
46.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
45.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
44.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
44.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
44.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
43.7
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
43.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
42.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
42.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
42.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
42.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
41.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
40.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
40.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
40.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
40.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
39.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
39.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
39.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
38.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
38.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
37.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
37.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
37.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
36.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
36.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
36.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
36.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
36.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
36.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
36.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
36.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
34.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
34.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
34.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
34.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
33.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
33.6
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
33.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
33.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
33.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
32.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
32.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
32.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
32.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
32.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
31.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
31.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
30.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
30.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
29.3
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
29.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
29.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
29.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
29.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
29.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
28.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
28.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
28.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
28.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
28.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
28.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
27.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
27.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
27.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
27.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
27.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
26.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
26.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
26.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
26.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
26.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
26.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
26.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
26.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
25.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
25.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
25.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
25.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
25.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
25.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
25.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
24.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
24.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
24.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
23.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
23.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
23.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
23.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
23.5
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
23.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
23.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
23.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
23.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
23.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
23.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
22.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
22.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
22.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
22.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
22.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
22.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
22.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
22.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
22.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
21.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
21.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
21.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
21.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
21.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
20.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
20.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
20.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
20.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
20.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
20.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
20.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
20.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
20.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
20.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
20.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
19.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
19.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
19.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
19.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
19.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
19.4
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
19.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
19.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
19.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
19.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
19.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
19.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
18.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
18.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
18.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
18.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
18.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
18.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
18.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
18.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
18.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
18.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
17.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
17.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
17.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
17.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
17.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
17.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
17.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
17.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
17.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
17.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
17.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
17.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
16.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
16.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
16.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
16.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
16.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
16.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
16.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
16.0
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
16.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
15.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
15.3
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
15.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
15.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
15.1
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
15.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
14.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
14.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
14.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
14.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
14.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
14.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
14.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
14.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
14.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
14.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
14.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
14.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
14.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
14.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
14.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
13.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
13.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
13.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
13.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
13.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
13.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
12.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
12.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
12.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
12.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
12.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
12.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
12.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
11.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
11.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
11.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
10.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
10.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
10.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
9.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
9.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
9.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
9.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
9.5
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
8.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
8.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
7.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
7.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
7.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
6.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
6.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
5.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
5.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
4.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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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
