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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.
COL15A1 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
10.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
79.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
66.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
44.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
32.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
25.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
23.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
19.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
19.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
16.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
14.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
14.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
14.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
13.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
13.7
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
13.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
13.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
13.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
11.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
11.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
10.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
10.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
10.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
10.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
9.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
9.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
9.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
8.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
7.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
7.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
6.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
6.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
6.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
6.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
6.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
6.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
5.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
5.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
5.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
5.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
5.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
5.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
4.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
4.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
4.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
4.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
3.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
3.2
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
2.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
2.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
2.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
2.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
2.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
2.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
1.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
1.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
1.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
1.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
1.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
1.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
1.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 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.
COL15A1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
34.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
227.7
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
213.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
209.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
198.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
179.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
163.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
155.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
154.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
153.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
151.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
150.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
146.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
144.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
139.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
137.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
135.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
134.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
134.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
131.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
130.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
125.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
120.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
115.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
112.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
109.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
107.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
107.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
101.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
98.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
95.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
91.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
89.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
88.4
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
84.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
84.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
83.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
82.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
82.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
81.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
78.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
76.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
76.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
76.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
76.1
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
74.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
74.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
74.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
74.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
74.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
73.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
73.3
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
72.5
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
72.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
72.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
72.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
71.7
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
71.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
71.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
71.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
70.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
68.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
68.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
68.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
66.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
65.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
65.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
64.6
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
64.1
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
63.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
63.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
63.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
63.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
62.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
61.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
61.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
61.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
60.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
60.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
60.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
59.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
59.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
58.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
57.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
57.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
57.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
57.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
56.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
56.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
56.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
55.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
54.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
54.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
54.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
53.9
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
53.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
53.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
53.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
53.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
52.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
52.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
52.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
52.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
51.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
51.9
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
51.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
51.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
51.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
51.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
50.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
50.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
49.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
48.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
48.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
48.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
48.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
47.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
47.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
47.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
47.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
46.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
46.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
46.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
46.5
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
46.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
46.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
45.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
45.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
45.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
45.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
44.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
44.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
44.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
43.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
43.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
43.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
43.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
43.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
42.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
42.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
41.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
41.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
41.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
41.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
40.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
40.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
40.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
40.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
40.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
40.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
40.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
40.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
39.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
39.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
39.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
39.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
39.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
39.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
39.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
39.1
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
38.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
38.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
38.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
38.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
38.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
38.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
37.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
37.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
37.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
37.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
37.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
36.9
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
36.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
36.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
36.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
36.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
36.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
36.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
36.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
36.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
36.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
36.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
35.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
35.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
35.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
35.2
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
35.1
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
35.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
34.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
34.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
34.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
34.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
34.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
33.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
33.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
33.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
33.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
33.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
33.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
33.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
33.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
32.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
32.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
32.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
32.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
32.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
32.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
32.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
32.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
32.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
31.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
31.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
31.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
31.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
31.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
31.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
31.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
31.1
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
31.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
30.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
30.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
30.6
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
30.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
30.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
30.4
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
30.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
30.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
30.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
30.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
30.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
30.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
30.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
29.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
29.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
29.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
29.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
29.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
29.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
29.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
28.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
28.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
28.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
27.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
27.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
27.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
27.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
27.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
27.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
27.2
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
27.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
26.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
26.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
26.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
26.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
26.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
26.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
26.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
26.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
25.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
25.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
25.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
25.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
25.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
25.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
25.1
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
25.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
24.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
24.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
24.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
24.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
24.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
24.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
24.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
23.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
23.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
23.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
23.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
22.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
22.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
22.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
22.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
22.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
22.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
22.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
21.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
21.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
21.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
21.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
21.3
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
21.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
21.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
21.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
21.1
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
21.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
21.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
20.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
20.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
20.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
20.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
20.6
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
20.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
20.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
20.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
20.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
20.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
20.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
20.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
20.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
19.9
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
19.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
19.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
19.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
18.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
18.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
18.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
18.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
18.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
18.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
18.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
18.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
18.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
18.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
18.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
18.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
18.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
18.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
17.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
17.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
17.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
17.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
17.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
17.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
17.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
16.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
16.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
16.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
16.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
16.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
16.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
16.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
16.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
16.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
16.5
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
16.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
16.2
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
16.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
16.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
15.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
15.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
15.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
15.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
15.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
15.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
15.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
15.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
15.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
15.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
14.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
14.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
14.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
14.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
14.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
14.3
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
14.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
14.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
14.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
13.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
13.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
13.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
13.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
13.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
13.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
13.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
13.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
13.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
13.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
13.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
13.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
13.1
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
13.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
12.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
12.5
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
12.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
12.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
12.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
12.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
12.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
12.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
11.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
11.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
11.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
11.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
11.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
11.4
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
11.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
11.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
11.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
11.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
11.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
11.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
10.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
10.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
10.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
10.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
10.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
10.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
10.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
10.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
10.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
10.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
10.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
10.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
10.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
9.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
9.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
9.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
9.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
9.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
9.1
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
9.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
8.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
8.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
8.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
8.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
8.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
8.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
8.6
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
8.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
8.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
8.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
8.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
8.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
8.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
8.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
7.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
7.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
7.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
7.8
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
7.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
7.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
7.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
7.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
7.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
7.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
7.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
7.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
6.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
6.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
6.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
6.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
6.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
6.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
6.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
6.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
6.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
6.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
6.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
6.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
6.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
6.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
6.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
6.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
5.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
5.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
5.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
5.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
5.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
5.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
5.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
5.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
5.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
5.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
5.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
5.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
4.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
4.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
4.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
4.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
4.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
3.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
3.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
3.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
3.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
3.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
3.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
3.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
3.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
3.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
3.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
3.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
2.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
2.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
2.7
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
2.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
2.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
2.1
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
2.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
1.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
1.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
1.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
1.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
1.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
0.9
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.
COL15A1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
30.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
210.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
128.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
99.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
86.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
71.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
67.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
66.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
56.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
56.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
56.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
55.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
55.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
53.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
51.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
51.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
51.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
50.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
48.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
47.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
47.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
47.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
47.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
46.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
45.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
42.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
40.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
40.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
39.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
38.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
35.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
34.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
34.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
34.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
34.0
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
32.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
32.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
32.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
32.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
32.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
31.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
31.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
29.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
25.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
25.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
24.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
24.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
23.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
22.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
21.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
21.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
20.8
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
20.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
20.5
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
20.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
19.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
19.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
19.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
19.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
18.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
18.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
17.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
17.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
16.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
16.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
16.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
15.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
15.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
15.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
14.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
14.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
13.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
13.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
12.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
12.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
12.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
12.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
12.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
11.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
11.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
11.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
11.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
10.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
10.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
9.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
9.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
8.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
7.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
6.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
6.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
6.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
4.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
3.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
3.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
3.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
2.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
2.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
2.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
1.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 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.
COL15A1 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
5.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
89.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
56.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
50.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
48.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
45.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
37.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
36.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
32.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
29.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
27.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
27.0
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
25.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
24.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
22.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
21.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
19.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
18.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
18.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
18.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
17.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
16.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
16.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
16.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
14.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
13.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
12.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
12.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
12.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
11.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
11.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
11.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
11.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
11.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
11.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
11.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
10.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
10.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
10.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
10.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
10.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
9.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
9.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
9.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
9.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
8.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
8.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
8.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
8.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
8.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
8.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
8.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
8.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
8.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
8.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
8.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
7.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
7.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
7.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
7.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
7.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
7.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
7.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
7.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
7.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
6.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
6.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
6.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
6.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
6.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
6.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
6.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
6.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
6.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
6.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
6.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
6.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
6.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
5.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
5.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
5.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
5.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
5.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
5.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
5.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
5.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
5.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
5.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
5.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
5.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
5.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
4.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
4.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
4.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
4.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
4.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
4.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
4.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
4.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
4.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
4.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
4.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
4.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
4.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
4.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
4.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
4.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
4.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
4.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
3.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
3.9
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
3.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
3.9
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
3.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
3.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
3.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
3.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
3.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
3.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
3.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
3.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
3.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
3.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
3.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
3.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
3.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
3.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
3.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
3.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
3.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
3.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
3.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
2.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
2.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
2.9
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
2.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
2.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
2.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
2.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
2.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
2.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
2.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
2.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
2.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
2.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
2.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
2.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
2.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
2.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
2.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
2.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
2.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
2.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
2.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
2.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
2.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
2.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
2.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
2.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
2.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
2.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
2.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
2.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
2.1
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
2.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
2.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
2.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
2.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
2.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
2.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
1.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
1.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
1.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
1.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
1.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
1.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
1.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
1.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
1.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
1.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
1.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
1.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
1.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
1.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
1.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
1.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
1.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
1.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
1.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
1.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
1.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
1.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
1.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
1.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
1.4
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
1.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
1.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
1.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
1.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
1.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
1.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
1.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
1.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
1.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
1.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
1.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
1.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
1.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
1.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
1.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
1.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
1.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
1.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
1.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
1.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
1.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
1.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
0.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
0.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
0.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
0.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
0.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
0.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
0.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
0.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
0.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
0.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
0.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
0.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
0.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
0.7
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
0.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
0.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
0.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
0.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
0.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
0.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
0.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
0.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
0.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
0.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
0.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
0.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
0.5
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.5
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
0.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
0.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
0.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
0.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
0.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
0.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
0.3
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
0.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
0.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
0.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
0.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
0.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
0.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0066470004
Tumor
1.3
CPT0088760003
Tumor
1.3
CPT0011240003
Tumor
1.2
CPT0092190003
Normal
1.2
CPT0077490003
Tumor
1.1
CPT0015910003
Tumor
1.1
CPT0066480003
Tumor
1.0
CPT0065930003
Tumor
0.9
CPT0092790003
Tumor
0.9
CPT0092730003
Tumor
0.9
CPT0025170003
Tumor
0.8
CPT0084560003
Tumor
0.8
CPT0086030003
Tumor
0.8
CPT0017850003
Tumor
0.8
CPT0023690003
Tumor
0.7
CPT0078510003
Tumor
0.7
CPT0088630003
Tumor
0.7
CPT0019990003
Tumor
0.7
CPT0000780007
Tumor
0.7
CPT0089020003
Tumor
0.7
CPT0088900003
Tumor
0.6
CPT0078930003
Tumor
0.6
CPT0010160003
Tumor
0.6
CPT0000640003
Tumor
0.6
CPT0075560003
Tumor
0.6
CPT0021240003
Tumor
0.6
CPT0012900004
Tumor
0.5
CPT0010120001
Normal
0.5
CPT0015810003
Tumor
0.5
CPT0077320001
Normal
0.5
CPT0075720003
Tumor
0.5
CPT0079300001
Normal
0.5
CPT0025290003
Tumor
0.5
CPT0012670003
Tumor
0.5
CPT0081990003
Tumor
0.5
CPT0063320003
Tumor
0.5
CPT0025350003
Tumor
0.4
CPT0065690003
Tumor
0.4
CPT0014470001
Normal
0.4
CPT0065870003
Tumor
0.4
CPT0012920003
Normal
0.4
CPT0012290003
Normal
0.4
CPT0075170001
Normal
0.4
CPT0065750003
Tumor
0.4
CPT0002370001
Normal
0.4
CPT0084590001
Normal
0.4
CPT0069000003
Tumor
0.3
CPT0006900003
Tumor
0.3
CPT0079510001
Normal
0.3
CPT0014160003
Tumor
0.3
CPT0078830003
Tumor
0.3
CPT0071150004
Tumor
0.3
CPT0065820001
Normal
0.3
CPT0020120003
Tumor
0.3
CPT0014370004
Tumor
0.3
CPT0018250001
Normal
0.3
CPT0000890001
Normal
0.3
CPT0069190001
Normal
0.3
CPT0006630003
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0092290003
Tumor
0.2
CPT0012550003
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0006530001
Normal
0.2
CPT0079230003
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0012080003
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0085670003
Tumor
0.2
CPT0088710001
Normal
0.2
CPT0002350011
Tumor
0.1
CPT0089460004
Tumor
0.1
CPT0087040003
Tumor
0.1
CPT0025060001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0088500001
Normal
0.1
CPT0089040001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0088480003
Tumor
0.1
CPT0014130001
Normal
0.1
CPT0086970003
Normal
0.1
CPT0075130003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0086830003
Normal
0.1
CPT0077310003
Tumor
0.1
CPT0079380003
Tumor
0.0
CPT0092310003
Normal
0.0
CPT0079180003
Tumor
0.0
CPT0000870016
Tumor
0.0
CPT0024680001
Normal
0.0
CPT0012570003
Normal
0.0
CPT0066520001
Normal
0.0
CPT0025580004
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0025110003
Tumor
0.0
CPT0013790003
Normal
0.0
CPT0079430001
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0086870003
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0088570001
Normal
0.0
CPT0012090003
Normal
0.0
CPT0001190001
Normal
0.0
CPT0078670001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0014350001
Normal
0.0
CPT0092800003
Normal
0.0
CPT0076350001
Normal
0.0
CPT0010170001
Normal
0.0
CPT0065810003
Tumor
-0.1
CPT0019160001
Normal
-0.1
CPT0078940001
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0088690003
Tumor
-0.1
CPT0026420001
Normal
-0.1
CPT0001510001
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0064370003
Tumor
-0.1
CPT0077500001
Normal
-0.1
CPT0078990003
Tumor
-0.1
CPT0063630003
Tumor
-0.2
CPT0066430001
Normal
-0.2
CPT0012280003
Tumor
-0.2
CPT0088780001
Normal
-0.2
CPT0001500009
Tumor
-0.2
CPT0007470001
Normal
-0.2
CPT0088920001
Normal
-0.2
CPT0086360003
Tumor
-0.2
CPT0001550001
Normal
-0.2
CPT0017410003
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0001180009
Tumor
-0.2
CPT0007870001
Normal
-0.2
CPT0010110003
Tumor
-0.2
CPT0078530001
Normal
-0.2
CPT0088640003
Normal
-0.2
CPT0017450001
Normal
-0.2
CPT0012370003
Tumor
-0.2
CPT0082010001
Normal
-0.2
CPT0001220008
Tumor
-0.2
CPT0023360001
Normal
-0.2
CPT0079000001
Normal
-0.2
CPT0078660003
Tumor
-0.2
CPT0069010001
Normal
-0.3
CPT0025880003
Tumor
-0.3
CPT0006950001
Normal
-0.3
CPT0023710001
Normal
-0.3
CPT0078840001
Normal
-0.3
CPT0064400001
Normal
-0.3
CPT0009020003
Normal
-0.3
CPT0025920001
Normal
-0.3
CPT0000790001
Normal
-0.3
CPT0015730003
Tumor
-0.3
CPT0019130003
Tumor
-0.3
CPT0009080003
Normal
-0.3
CPT0012770003
Normal
-0.3
CPT0069160003
Tumor
-0.3
CPT0081620001
Normal
-0.3
CPT0001230001
Normal
-0.3
CPT0092160003
Tumor
-0.3
CPT0001350001
Normal
-0.3
CPT0009000003
Tumor
-0.4
CPT0088550004
Tumor
-0.4
CPT0081880003
Tumor
-0.4
CPT0087050003
Normal
-0.4
CPT0001260009
Tumor
-0.4
CPT0024670003
Tumor
-0.4
CPT0006440003
Tumor
-0.4
CPT0092740003
Normal
-0.4
CPT0020020001
Normal
-0.5
CPT0026410003
Tumor
-0.5
CPT0079270003
Tumor
-0.5
CPT0065430003
Tumor
-0.5
CPT0009060003
Tumor
-0.5
CPT0089480003
Normal
-0.5
CPT0065450001
Normal
-0.5
CPT0086370003
Normal
-0.5
CPT0007320003
Tumor
-0.5
CPT0086950003
Tumor
-0.5
CPT0086890003
Normal
-0.5
CPT0001540009
Tumor
-0.5
CPT0023350003
Tumor
-0.5
CPT0011410003
Tumor
-0.5
CPT0076330003
Tumor
-0.7
CPT0077110003
Tumor
-0.7
CPT0002270011
Tumor
-0.7
CPT0014450004
Tumor
-0.8
CPT0001340003
Tumor
-1.0
CPT0012180003
Tumor
-1.1
CPT0025050003
Tumor
-1.2
CPT0078800003
Tumor
-1.4
CPT0088970003
Tumor
-1.4
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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.