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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.
RCC1 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
6.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
56.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
33.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
24.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
23.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
18.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
10.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
10.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
9.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
9.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
8.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
8.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
8.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
7.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
7.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
7.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
7.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
7.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
7.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
6.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
6.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
6.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
6.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
6.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
6.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
6.0
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
6.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
5.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
5.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
5.1
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
4.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
4.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
4.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
4.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
4.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
4.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
4.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
4.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
4.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
4.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
3.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
3.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
3.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
3.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
3.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
3.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
3.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
3.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
3.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
3.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
3.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
3.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
3.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
2.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
2.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
2.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
2.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
2.5
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
2.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
2.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
1.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
1.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 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.
RCC1 is validated prognostic, high expression is unfavorable 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
14.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
120.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
75.5
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
65.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
54.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
51.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
44.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
40.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
39.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
37.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
36.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
35.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
35.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
33.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
33.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
32.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
32.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
31.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
30.7
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
30.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
30.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
28.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
27.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
27.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
27.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
26.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
26.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
26.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
26.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
26.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
25.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
25.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
25.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
25.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
25.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
25.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
25.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
24.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
24.7
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
24.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
24.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
23.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
23.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
23.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
23.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
22.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
22.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
22.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
22.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
22.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
22.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
21.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
21.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
21.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
21.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
21.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
21.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
20.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
20.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
20.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
20.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
20.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
20.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
20.4
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
20.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
20.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
20.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
20.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
20.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
19.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
19.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
19.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
19.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
19.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
19.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
19.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
19.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
19.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
19.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
19.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
19.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
19.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
19.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
19.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
19.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
19.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
19.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
19.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
18.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
18.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
18.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.8
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
18.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
18.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
18.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
18.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
18.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
18.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
18.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
18.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
17.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
17.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
17.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
17.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
17.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
17.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
17.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
17.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
17.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
17.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
17.4
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
17.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
17.1
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
17.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
17.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
17.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
16.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
16.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
16.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
16.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
16.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
16.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
16.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
16.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
16.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
16.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
16.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
16.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
16.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
16.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
16.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
16.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
16.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
16.2
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
16.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
16.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
16.0
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
16.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
16.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
15.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
15.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
15.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
15.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
15.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.7
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
15.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
15.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
15.6
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
15.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
15.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
15.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
15.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
15.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
15.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
15.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
15.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
15.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
15.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
15.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
15.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
15.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
14.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
14.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
14.9
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
14.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
14.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
14.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
14.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
14.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
14.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
14.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
14.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
14.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
14.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
14.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
14.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
14.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
14.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
14.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
14.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
14.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
14.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
14.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
14.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
14.1
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
14.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
14.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
14.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
14.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
14.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
14.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
14.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
14.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
13.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
13.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
13.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
13.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
13.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
13.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
13.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
13.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
13.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
13.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
13.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
13.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
13.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
13.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
13.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
13.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
13.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
13.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
13.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
13.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
13.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
13.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
13.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
13.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
13.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
13.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
13.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
13.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
13.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
13.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
13.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
13.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
13.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
13.0
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
13.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
13.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
13.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
12.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
12.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
12.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
12.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
12.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
12.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
12.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
12.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
12.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
12.8
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
12.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
12.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
12.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
12.7
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
12.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
12.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
12.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
12.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
12.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
12.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
12.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
12.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
12.5
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
12.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
12.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
12.5
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
12.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
12.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
12.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
12.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
12.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
12.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
12.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
12.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
12.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
12.3
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
12.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
12.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
12.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
12.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
12.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
12.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
12.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
12.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
12.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
12.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
12.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
12.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
12.1
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
12.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
12.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
12.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
12.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
12.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
12.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
12.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
11.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
11.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
11.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
11.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
11.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
11.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
11.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
11.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
11.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
11.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
11.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
11.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
11.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
11.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
11.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
11.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
11.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
11.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
11.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
11.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
11.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
11.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
11.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
11.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
11.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
11.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
11.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
11.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
11.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
11.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
11.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
11.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
11.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
11.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
11.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
11.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
11.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
11.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
11.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
11.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
11.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
11.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
10.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
10.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
10.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
10.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
10.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
10.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
10.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
10.7
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
10.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
10.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
10.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
10.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.7
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
10.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
10.6
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
10.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
10.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
10.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
10.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
10.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
10.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
10.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
10.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
10.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
10.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
10.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
10.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
10.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
10.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
10.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
10.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
10.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
10.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
10.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
10.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
10.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
9.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
9.9
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
9.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
9.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
9.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
9.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
9.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
9.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
9.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
9.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
9.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
9.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
9.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
9.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
9.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
9.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
9.5
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
9.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
9.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
9.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
9.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
9.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
9.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
9.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
9.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
9.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
9.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
9.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
9.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
9.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
9.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
9.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
9.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
9.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
9.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
9.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
9.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
9.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
9.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
9.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
9.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
9.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
9.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
9.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
9.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
9.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
8.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
8.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
8.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
8.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
8.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
8.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
8.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
8.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
8.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
8.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
8.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
8.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
8.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
8.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
8.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
8.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
8.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
8.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
8.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
8.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
8.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
8.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
8.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
8.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
8.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
8.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
8.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
8.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
8.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
8.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
7.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
7.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
7.8
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
7.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
7.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
7.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
7.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
7.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
7.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
7.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
7.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
7.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
7.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
7.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
7.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
7.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
7.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
7.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
6.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
6.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
6.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.8
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
6.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
6.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
6.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
6.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
6.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
6.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
6.4
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
6.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
6.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.3
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
6.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
6.2
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
6.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
6.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
5.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
5.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
5.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
5.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
5.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
5.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
5.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
5.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
4.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
4.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
4.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
4.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
4.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
3.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
3.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
3.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
3.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
3.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
2.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
2.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
2.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.5
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.
RCC1 is validated prognostic, high expression is unfavorable 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
17.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
52.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
46.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
40.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
38.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
37.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
36.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
34.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
32.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
31.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
30.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
27.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
26.3
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
25.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
25.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
25.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
25.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
24.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
24.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
23.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
22.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
22.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
21.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
21.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
20.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
20.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
20.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
19.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
19.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
19.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
19.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
18.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
18.5
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
18.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
17.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
17.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
17.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
17.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
17.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
17.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
17.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
16.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
16.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
16.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
16.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
16.5
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
16.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
16.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
16.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
16.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
15.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
15.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
15.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
15.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
15.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
14.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
14.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
14.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
14.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
14.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
13.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
13.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
13.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
13.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
13.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
12.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
12.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
12.0
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
11.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
11.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
11.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
11.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
11.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
10.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
10.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
10.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
10.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
10.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
10.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
10.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
10.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
9.8
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
9.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
9.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
9.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
9.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
9.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
8.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
8.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
8.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
8.0
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
7.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
7.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
6.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
6.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
5.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
4.9
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RCC1 is potential prognostic, high expression is unfavorable 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
16.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
97.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
51.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
48.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
47.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
47.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
46.9
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
46.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
45.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
43.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
43.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
41.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
40.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
40.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
38.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
38.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
36.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
36.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
35.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
34.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
32.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
31.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
30.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
30.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
29.5
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
28.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
28.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
28.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
28.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
28.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
27.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
27.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
27.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
26.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
26.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
26.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
26.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
25.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
25.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
24.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
24.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
24.6
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
24.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
24.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
23.8
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
23.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
23.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
23.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
22.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
22.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
22.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
22.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
22.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
22.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
22.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
21.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
21.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
21.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
21.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
21.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
20.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
20.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
20.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
20.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
20.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
20.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
19.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
19.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
19.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
19.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
19.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
19.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
19.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
19.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
19.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
19.0
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
18.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
18.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
18.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
18.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
18.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
18.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
18.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
18.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
18.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
18.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
18.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
18.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
17.9
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
17.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
17.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
17.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
17.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
17.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
17.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
17.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
17.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
17.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
17.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
17.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
17.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
17.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
16.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
16.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
16.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
16.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
16.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
16.8
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
16.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
16.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
16.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
16.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
16.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
16.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
16.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
16.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
15.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
15.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
15.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
15.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
15.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
15.3
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
15.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
15.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
15.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
15.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
15.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
14.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
14.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
14.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
14.9
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
14.8
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
14.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
14.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
14.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
14.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
14.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
14.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
14.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
14.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
14.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
14.1
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
14.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
14.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
13.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
13.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
13.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
13.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
13.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
13.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
13.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
13.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
13.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
13.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
13.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
13.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
13.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
13.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
12.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
12.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
12.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
12.7
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
12.7
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
12.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
12.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
12.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
12.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
12.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
12.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
12.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
12.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
12.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
12.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
12.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
12.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
12.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
12.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
12.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
12.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
12.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
12.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
12.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
11.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
11.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
11.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
11.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
11.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
11.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
11.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
11.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
11.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
11.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
11.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
11.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
11.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
11.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
10.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
10.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
10.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
10.7
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
10.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
10.7
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
10.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
10.5
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
10.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
10.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
10.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
10.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
10.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
10.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
10.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
9.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
9.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
9.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
9.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
9.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
9.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
9.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
9.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
9.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
9.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
9.3
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
9.2
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
9.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
9.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
9.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
9.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
9.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
9.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
9.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
8.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
8.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
8.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
8.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
8.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
8.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
8.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
8.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
8.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
8.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
8.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
8.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
8.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
8.0
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
7.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
7.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
7.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
7.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
7.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
7.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
7.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
7.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
7.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
7.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
7.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
7.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
7.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
7.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
6.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
6.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
6.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
6.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
6.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
6.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
6.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
5.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
5.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
5.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
5.4
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
5.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
5.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
5.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
4.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
4.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
3.7
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0000640003
Tumor
1.6
CPT0009060003
Tumor
1.6
CPT0024670003
Tumor
1.5
CPT0006440003
Tumor
1.3
CPT0014450004
Tumor
1.2
CPT0023350003
Tumor
1.0
CPT0063630003
Tumor
1.0
CPT0077110003
Tumor
1.0
CPT0001180009
Tumor
1.0
CPT0086950003
Tumor
1.0
CPT0069160003
Tumor
0.8
CPT0085670003
Tumor
0.7
CPT0077320001
Normal
0.7
CPT0025050003
Tumor
0.7
CPT0009000003
Tumor
0.7
CPT0012180003
Tumor
0.6
CPT0079510001
Normal
0.6
CPT0001260009
Tumor
0.6
CPT0092190003
Normal
0.6
CPT0026410003
Tumor
0.6
CPT0014370004
Tumor
0.5
CPT0001340003
Tumor
0.5
CPT0088630003
Tumor
0.5
CPT0088900003
Tumor
0.5
CPT0081600003
Tumor
0.5
CPT0077490003
Tumor
0.5
CPT0014160003
Tumor
0.5
CPT0084590001
Normal
0.5
CPT0065430003
Tumor
0.5
CPT0019130003
Tumor
0.5
CPT0012280003
Tumor
0.4
CPT0088550004
Tumor
0.4
CPT0025230003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0081880003
Tumor
0.4
CPT0012550003
Tumor
0.4
CPT0076330003
Tumor
0.4
CPT0017850003
Tumor
0.4
CPT0021240003
Tumor
0.4
CPT0012370003
Tumor
0.4
CPT0000780007
Tumor
0.3
CPT0075720003
Tumor
0.3
CPT0025110003
Tumor
0.3
CPT0065930003
Tumor
0.3
CPT0089460004
Tumor
0.3
CPT0065750003
Tumor
0.3
CPT0006900003
Tumor
0.3
CPT0012670003
Tumor
0.2
CPT0086820003
Tumor
0.2
CPT0078830003
Tumor
0.2
CPT0079380003
Tumor
0.2
CPT0065690003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0071150004
Tumor
0.2
CPT0075170001
Normal
0.2
CPT0092290003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0077310003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0002350011
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0084560003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0006630003
Tumor
0.1
CPT0025880003
Tumor
0.1
CPT0088690003
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0075130003
Tumor
0.1
CPT0064370003
Tumor
0.1
CPT0023690003
Tumor
0.1
CPT0010120001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0010160003
Tumor
0.0
CPT0025350003
Tumor
0.0
CPT0001270001
Normal
0.0
CPT0025170003
Tumor
0.0
CPT0025580004
Tumor
0.0
CPT0088760003
Tumor
0.0
CPT0019990003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0079300001
Normal
0.0
CPT0017410003
Tumor
0.0
CPT0086870003
Tumor
0.0
CPT0063320003
Tumor
0.0
CPT0011240003
Tumor
0.0
CPT0000660001
Normal
0.0
CPT0092160003
Tumor
0.0
CPT0079410003
Tumor
0.0
CPT0015910003
Tumor
-0.1
CPT0092730003
Tumor
-0.1
CPT0025290003
Tumor
-0.1
CPT0069190001
Normal
-0.1
CPT0009020003
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0015810003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0088480003
Tumor
-0.1
CPT0012920003
Normal
-0.1
CPT0079230003
Tumor
-0.1
CPT0086030003
Tumor
-0.1
CPT0014470001
Normal
-0.1
CPT0078510003
Tumor
-0.1
CPT0079270003
Tumor
-0.1
CPT0078800003
Tumor
-0.1
CPT0078990003
Tumor
-0.1
CPT0081990003
Tumor
-0.1
CPT0002370001
Normal
-0.2
CPT0088570001
Normal
-0.2
CPT0006530001
Normal
-0.2
CPT0010110003
Tumor
-0.2
CPT0024680001
Normal
-0.2
CPT0079480003
Tumor
-0.2
CPT0092790003
Tumor
-0.2
CPT0012290003
Normal
-0.2
CPT0086360003
Tumor
-0.2
CPT0065810003
Tumor
-0.2
CPT0087040003
Tumor
-0.2
CPT0011410003
Tumor
-0.2
CPT0089020003
Tumor
-0.2
CPT0088970003
Tumor
-0.2
CPT0001510001
Normal
-0.3
CPT0000870016
Tumor
-0.3
CPT0014130001
Normal
-0.3
CPT0002270011
Tumor
-0.3
CPT0007860003
Tumor
-0.3
CPT0063330001
Normal
-0.3
CPT0001550001
Normal
-0.3
CPT0066520001
Normal
-0.3
CPT0064400001
Normal
-0.3
CPT0007870001
Normal
-0.3
CPT0025610001
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0078940001
Normal
-0.3
CPT0017450001
Normal
-0.3
CPT0012570003
Normal
-0.3
CPT0001190001
Normal
-0.3
CPT0077500001
Normal
-0.3
CPT0086370003
Normal
-0.4
CPT0088640003
Normal
-0.4
CPT0075570001
Normal
-0.4
CPT0019160001
Normal
-0.4
CPT0078660003
Tumor
-0.4
CPT0082010001
Normal
-0.4
CPT0086830003
Normal
-0.4
CPT0089480003
Normal
-0.4
CPT0063640001
Normal
-0.4
CPT0010170001
Normal
-0.4
CPT0007320003
Tumor
-0.4
CPT0076350001
Normal
-0.4
CPT0001230001
Normal
-0.4
CPT0081620001
Normal
-0.4
CPT0018250001
Normal
-0.4
CPT0086890003
Normal
-0.4
CPT0025920001
Normal
-0.4
CPT0006950001
Normal
-0.4
CPT0088500001
Normal
-0.4
CPT0088780001
Normal
-0.4
CPT0092800003
Normal
-0.4
CPT0007470001
Normal
-0.4
CPT0012090003
Normal
-0.4
CPT0013790003
Normal
-0.5
CPT0092310003
Normal
-0.5
CPT0065870003
Tumor
-0.5
CPT0001500009
Tumor
-0.5
CPT0000890001
Normal
-0.5
CPT0078670001
Normal
-0.5
CPT0069010001
Normal
-0.5
CPT0089040001
Normal
-0.5
CPT0009080003
Normal
-0.5
CPT0006730001
Normal
-0.5
CPT0088920001
Normal
-0.5
CPT0025060001
Normal
-0.5
CPT0012770003
Normal
-0.5
CPT0023360001
Normal
-0.5
CPT0078530001
Normal
-0.5
CPT0078840001
Normal
-0.5
CPT0086970003
Normal
-0.5
CPT0020130001
Normal
-0.5
CPT0087050003
Normal
-0.5
CPT0001350001
Normal
-0.6
CPT0079000001
Normal
-0.6
CPT0079430001
Normal
-0.6
CPT0023710001
Normal
-0.6
CPT0020020001
Normal
-0.6
CPT0077140001
Normal
-0.6
CPT0014350001
Normal
-0.6
CPT0015730003
Tumor
-0.6
CPT0092740003
Normal
-0.6
CPT0079180003
Tumor
-0.7
CPT0000790001
Normal
-0.8
CPT0026420001
Normal
-0.8
CPT0066430001
Normal
-0.9
CPT0065450001
Normal
-0.9
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
