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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.
ARSD is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
22.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
60.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
55.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
54.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
53.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
51.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
45.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
44.5
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
37.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
34.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
33.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
33.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
32.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
32.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
31.7
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
31.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
29.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
28.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
27.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
27.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
25.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
24.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
24.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
22.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
21.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
21.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
20.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
20.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
20.0
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
20.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
19.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
19.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
19.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
18.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
18.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
18.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
17.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
17.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
16.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
16.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
16.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
16.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
16.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
16.1
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
14.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
14.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
14.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
13.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
13.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
12.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
12.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
12.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
11.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
11.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
10.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
8.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
8.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
7.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
7.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
7.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
6.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
6.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
4.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 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.
ARSD is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
22.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
96.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
75.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
71.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
67.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
62.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
61.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
61.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
58.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
57.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
56.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
55.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
54.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
52.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
51.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
51.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
51.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
50.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
50.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
50.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
49.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
49.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
48.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
47.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
46.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
46.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
46.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
46.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
46.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
45.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
45.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
45.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
44.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
44.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
44.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
44.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
43.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
43.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
43.3
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
43.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
43.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
42.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
42.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
42.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
41.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
41.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
41.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
40.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
40.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
40.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
40.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
39.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
38.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
38.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
38.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
38.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
38.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
37.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
37.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
37.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
37.0
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
36.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
36.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
36.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
36.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
36.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
36.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
35.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
35.0
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
35.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
34.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
34.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
34.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
34.6
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
34.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
34.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
34.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
34.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
34.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
34.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
33.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
33.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
33.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
33.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
33.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
33.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
33.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
33.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
33.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
33.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
33.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
33.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
32.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
32.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
32.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
32.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
32.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
32.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
31.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
31.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
31.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
31.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
31.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
31.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
31.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
31.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
31.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
30.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
30.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
30.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
30.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
30.4
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
30.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
30.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
30.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
30.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
29.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
29.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
29.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
29.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
29.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
29.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
29.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
29.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
29.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
29.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
29.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
28.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
28.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
28.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
28.5
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
28.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
28.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
28.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
28.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
28.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
28.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
28.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
28.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
28.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
27.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
27.8
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
27.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
27.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
27.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
27.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
27.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
27.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
27.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
27.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
27.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
27.2
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
27.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
27.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
27.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
27.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
26.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
26.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
26.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
26.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
26.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
26.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
26.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
26.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
26.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
26.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
26.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
26.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
26.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
25.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
25.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
25.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
25.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
25.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
25.4
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
25.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
25.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
25.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
25.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
24.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
24.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
24.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
24.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
24.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
24.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
24.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
24.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
24.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
24.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
24.1
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
24.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
24.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
24.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
24.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
23.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
23.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
23.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
23.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
23.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
23.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
23.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
23.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
23.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
23.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
23.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
23.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
23.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
23.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
23.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
23.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
23.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
23.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
23.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
23.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
23.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
23.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
23.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
22.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
22.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
22.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
22.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
22.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
22.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
22.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
22.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
22.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
22.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
22.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
22.2
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
22.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
22.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
22.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
22.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
22.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
21.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
21.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
21.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
21.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
21.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
21.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
21.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
21.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
21.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
21.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
21.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
21.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
21.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
21.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
21.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
21.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
21.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
20.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
20.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
20.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
20.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
20.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
20.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
20.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
20.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
20.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
20.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
20.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
20.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
20.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
20.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
20.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
20.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
20.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
20.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
20.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
20.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
20.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
20.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
20.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
20.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
20.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
19.9
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
19.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
19.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
19.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
19.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
19.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
19.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
19.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
19.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
19.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
19.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
19.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
19.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
19.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
19.2
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
19.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
19.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
19.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
19.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
18.8
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
18.8
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
18.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
18.7
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
18.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
18.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
18.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
18.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
18.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
18.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
18.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
18.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
18.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
18.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
18.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
18.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
18.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
18.2
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
18.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
18.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
18.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
18.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
18.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
18.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
17.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
17.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
17.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
17.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
17.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
17.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
17.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
17.7
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
17.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
17.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
17.6
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
17.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
17.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
17.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
17.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
17.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
17.4
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
17.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
17.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
17.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
16.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
16.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
16.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
16.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
16.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
16.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
16.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
16.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
16.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
16.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
16.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
16.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
15.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
15.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
15.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
15.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
15.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
15.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
15.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
15.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
15.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
15.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
15.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
15.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
15.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
15.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
15.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
15.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
15.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
15.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
15.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
15.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
15.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
15.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
15.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
15.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
15.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
15.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
14.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
14.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
14.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
14.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
14.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
14.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
14.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
14.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
14.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
14.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
14.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
14.5
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
14.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
14.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
14.2
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
14.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
14.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
14.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
14.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
14.0
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
14.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
13.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
13.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
13.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
13.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
13.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
13.7
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
13.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
13.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
13.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
13.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
13.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
13.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
13.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
13.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
13.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
13.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
12.9
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
12.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
12.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
12.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
12.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
12.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
12.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
12.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
12.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
12.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
12.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
12.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
12.1
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
12.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
12.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
12.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
11.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
11.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
11.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
11.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
11.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
11.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
11.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
11.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
11.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
11.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
11.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
11.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
11.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
11.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
10.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
10.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
10.7
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
10.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
10.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
10.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
10.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
10.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
10.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
10.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
10.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
10.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
10.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
10.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
10.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
9.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
9.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
9.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
9.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
9.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
9.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
9.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
9.5
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
9.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
9.3
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
9.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
9.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
9.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
9.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
8.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.8
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
8.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
8.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
8.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
8.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
8.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
8.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
8.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.8
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
7.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
7.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
7.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
7.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
7.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
7.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
7.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
7.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
7.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
6.3
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
5.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
4.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
4.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
4.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
3.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ARSD 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
24.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
47.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
46.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
43.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
41.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
40.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
39.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
39.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
38.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
37.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
36.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
36.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
36.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
36.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
35.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
35.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
35.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
35.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
34.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
34.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
33.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
33.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
32.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
32.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
31.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
31.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
31.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
30.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
30.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
29.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
28.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
28.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
27.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
27.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
27.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
27.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
27.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
26.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
26.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
26.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
25.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
25.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
25.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
24.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
24.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
24.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
24.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
23.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
23.6
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
23.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
22.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
22.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
22.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
21.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
21.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
21.4
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
21.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
21.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
20.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
20.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
19.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
19.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
18.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
18.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
18.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
18.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
17.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
17.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
17.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
17.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
16.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
16.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
16.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
16.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
15.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
15.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
15.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
14.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
14.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
14.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
14.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
14.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
13.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
13.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
12.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
12.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
12.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
12.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
11.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
11.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
11.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
10.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
10.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
10.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
9.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
9.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 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.
ARSD is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
33.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
129.1
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
125.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
120.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
120.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
114.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
103.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
95.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
93.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
90.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
85.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
84.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
80.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
75.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
72.9
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
72.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
69.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
67.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
67.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
67.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
66.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
64.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
64.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
63.3
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
63.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
63.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
62.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
62.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
62.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
61.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
60.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
60.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
59.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
59.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
57.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
57.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
56.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
56.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
56.2
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
55.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
55.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
54.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
52.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
52.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
52.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
52.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
51.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
51.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
51.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
51.3
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
50.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
50.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
49.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
49.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
48.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
48.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
47.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
46.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
46.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
46.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
45.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
45.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
45.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
44.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
44.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
43.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
43.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
42.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
42.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
42.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
42.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
42.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
41.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
41.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
41.7
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
41.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
40.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
40.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
40.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
40.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
39.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
39.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
39.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
39.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
38.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
38.4
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
38.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
38.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
38.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
37.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
37.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
37.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
36.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
36.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
36.5
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
36.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
35.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
35.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
35.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
35.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
34.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
34.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
34.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
33.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
33.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
33.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
33.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
32.9
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
32.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
32.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
32.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
32.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
31.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
31.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
31.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
31.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
31.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
31.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
31.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
31.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
31.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
31.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
30.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
30.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
30.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
30.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
30.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
30.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
29.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
29.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
28.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
28.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
28.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
28.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
28.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
28.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
27.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
27.8
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
27.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
27.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
27.2
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
27.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
26.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
26.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
26.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
26.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
26.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
26.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
26.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
26.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
26.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
26.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
26.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
26.3
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
26.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
26.0
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
25.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
25.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
25.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
25.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
25.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
25.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
25.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
25.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
25.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
25.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
25.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
24.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
24.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
24.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
24.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
24.7
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
24.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
24.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
24.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
24.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
24.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
23.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
23.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
23.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
23.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
22.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
22.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
22.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
22.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
22.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
22.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
22.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
22.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
22.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
22.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
22.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
22.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
21.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
21.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
21.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
21.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
21.5
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
20.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
20.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
20.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
20.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
20.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
20.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
20.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
20.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
20.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
20.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
20.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
20.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
20.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
20.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
20.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
20.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
19.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
19.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
19.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
19.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
19.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
19.4
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
19.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
19.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
19.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
19.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
19.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
18.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
18.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
18.5
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
18.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
17.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
17.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
17.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
17.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
17.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
17.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
17.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
17.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
16.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
16.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
16.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
16.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
16.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
16.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
16.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
16.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
15.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
15.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
15.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
15.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
15.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
15.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
14.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
14.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
14.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
14.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
14.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
13.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
13.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
12.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
12.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
12.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
12.5
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
12.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
12.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
12.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
11.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
11.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
11.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
11.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
11.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
11.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
11.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
10.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
10.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
10.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
10.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
9.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
8.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
7.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
6.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
6.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
5.5
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0079270003
Tumor
2.3
CPT0025110003
Tumor
2.0
CPT0002350011
Tumor
1.2
CPT0086950003
Tumor
0.9
CPT0015730003
Tumor
0.9
CPT0011410003
Tumor
0.8
CPT0063630003
Tumor
0.7
CPT0087040003
Tumor
0.6
CPT0065450001
Normal
0.5
CPT0007870001
Normal
0.5
CPT0086360003
Tumor
0.5
CPT0020120003
Tumor
0.4
CPT0079300001
Normal
0.4
CPT0001510001
Normal
0.4
CPT0006730001
Normal
0.4
CPT0063330001
Normal
0.3
CPT0023350003
Tumor
0.3
CPT0086370003
Normal
0.3
CPT0000790001
Normal
0.3
CPT0065750003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0089480003
Normal
0.3
CPT0025580004
Tumor
0.3
CPT0078830003
Tumor
0.3
CPT0078510003
Tumor
0.3
CPT0007860003
Tumor
0.3
CPT0026420001
Normal
0.3
CPT0025170003
Tumor
0.3
CPT0025290003
Tumor
0.2
CPT0014450004
Tumor
0.2
CPT0066520001
Normal
0.2
CPT0082010001
Normal
0.2
CPT0065810003
Tumor
0.2
CPT0066430001
Normal
0.2
CPT0020020001
Normal
0.2
CPT0088690003
Tumor
0.2
CPT0078840001
Normal
0.2
CPT0078940001
Normal
0.2
CPT0023360001
Normal
0.2
CPT0069000003
Tumor
0.2
CPT0001350001
Normal
0.2
CPT0002270011
Tumor
0.2
CPT0025920001
Normal
0.2
CPT0079480003
Tumor
0.2
CPT0006900003
Tumor
0.2
CPT0089020003
Tumor
0.2
CPT0006630003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0078990003
Tumor
0.1
CPT0014130001
Normal
0.1
CPT0001340003
Tumor
0.1
CPT0078670001
Normal
0.1
CPT0064370003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0007320003
Tumor
0.1
CPT0013790003
Normal
0.1
CPT0078800003
Tumor
0.1
CPT0081620001
Normal
0.1
CPT0001230001
Normal
0.1
CPT0088920001
Normal
0.1
CPT0063640001
Normal
0.0
CPT0006950001
Normal
0.0
CPT0025230003
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0063320003
Tumor
0.0
CPT0079380003
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0010170001
Normal
0.0
CPT0088500001
Normal
0.0
CPT0023690003
Tumor
0.0
CPT0086030003
Tumor
0.0
CPT0092740003
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0019990003
Tumor
0.0
CPT0021240003
Tumor
0.0
CPT0088900003
Tumor
0.0
CPT0066470004
Tumor
0.0
CPT0015910003
Tumor
0.0
CPT0024670003
Tumor
0.0
CPT0006440003
Tumor
0.0
CPT0087050003
Normal
0.0
CPT0081990003
Tumor
-0.1
CPT0000890001
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0089460004
Tumor
-0.1
CPT0012770003
Normal
-0.1
CPT0086820003
Tumor
-0.1
CPT0069160003
Tumor
-0.1
CPT0014350001
Normal
-0.1
CPT0014160003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0065690003
Tumor
-0.1
CPT0084590001
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0092290003
Tumor
-0.1
CPT0088710001
Normal
-0.1
CPT0075130003
Tumor
-0.1
CPT0088780001
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0088640003
Normal
-0.1
CPT0025610001
Normal
-0.1
CPT0092190003
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0088630003
Tumor
-0.1
CPT0075570001
Normal
-0.1
CPT0065430003
Tumor
-0.1
CPT0065870003
Tumor
-0.2
CPT0025350003
Tumor
-0.2
CPT0001220008
Tumor
-0.2
CPT0084560003
Tumor
-0.2
CPT0071150004
Tumor
-0.2
CPT0079510001
Normal
-0.2
CPT0078530001
Normal
-0.2
CPT0001190001
Normal
-0.2
CPT0000660001
Normal
-0.2
CPT0012280003
Tumor
-0.2
CPT0086970003
Normal
-0.2
CPT0012370003
Tumor
-0.2
CPT0092790003
Tumor
-0.2
CPT0065930003
Tumor
-0.2
CPT0019160001
Normal
-0.2
CPT0012550003
Tumor
-0.2
CPT0023710001
Normal
-0.2
CPT0079230003
Tumor
-0.2
CPT0009000003
Tumor
-0.2
CPT0010160003
Tumor
-0.2
CPT0001550001
Normal
-0.2
CPT0088480003
Tumor
-0.3
CPT0077500001
Normal
-0.3
CPT0025880003
Tumor
-0.3
CPT0077310003
Tumor
-0.3
CPT0089040001
Normal
-0.3
CPT0075170001
Normal
-0.3
CPT0085670003
Tumor
-0.3
CPT0014470001
Normal
-0.3
CPT0079430001
Normal
-0.3
CPT0066480003
Tumor
-0.3
CPT0069010001
Normal
-0.3
CPT0015810003
Tumor
-0.3
CPT0075720003
Tumor
-0.3
CPT0081600003
Tumor
-0.3
CPT0010120001
Normal
-0.3
CPT0077110003
Tumor
-0.4
CPT0088760003
Tumor
-0.4
CPT0014370004
Tumor
-0.4
CPT0086830003
Normal
-0.4
CPT0077140001
Normal
-0.4
CPT0000870016
Tumor
-0.4
CPT0012640003
Normal
-0.4
CPT0086890003
Normal
-0.4
CPT0007470001
Normal
-0.4
CPT0025060001
Normal
-0.4
CPT0010110003
Tumor
-0.4
CPT0012090003
Normal
-0.4
CPT0001540009
Tumor
-0.4
CPT0012290003
Normal
-0.4
CPT0025050003
Tumor
-0.5
CPT0026410003
Tumor
-0.5
CPT0088550004
Tumor
-0.5
CPT0077490003
Tumor
-0.5
CPT0012900004
Tumor
-0.5
CPT0017450001
Normal
-0.5
CPT0076350001
Normal
-0.5
CPT0075560003
Tumor
-0.5
CPT0086870003
Tumor
-0.5
CPT0011240003
Tumor
-0.6
CPT0024680001
Normal
-0.6
CPT0000780007
Tumor
-0.6
CPT0001180009
Tumor
-0.6
CPT0076330003
Tumor
-0.6
CPT0078660003
Tumor
-0.6
CPT0012670003
Tumor
-0.7
CPT0077320001
Normal
-0.7
CPT0009080003
Normal
-0.7
CPT0009020003
Normal
-0.7
CPT0079410003
Tumor
-0.7
CPT0001260009
Tumor
-0.7
CPT0081880003
Tumor
-0.8
CPT0001270001
Normal
-0.8
CPT0012920003
Normal
-0.8
CPT0009060003
Tumor
-0.9
CPT0079180003
Tumor
-0.9
CPT0088970003
Tumor
-1.0
CPT0012080003
Tumor
-1.0
CPT0012180003
Tumor
-1.1
CPT0018250001
Normal
-1.2
CPT0017410003
Tumor
-1.5
CPT0017850003
Tumor
-1.6
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.