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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.
RRAGA 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
50.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
120.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
104.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
82.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
79.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
78.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
77.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
76.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
75.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
69.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
69.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
66.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
66.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
64.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
64.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
62.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
62.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
62.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
61.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
61.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
60.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
60.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
58.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
58.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
56.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
55.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
53.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
53.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
50.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
50.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
50.4
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
49.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
49.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
49.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
49.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
48.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
47.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
45.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
42.2
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
41.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
40.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
40.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
40.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
38.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
37.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
37.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
36.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
35.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
34.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
33.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
33.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
33.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
32.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
32.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
30.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
29.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
29.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
27.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
25.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
24.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
23.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
23.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
23.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
21.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 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.
RRAGA 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
91.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
238.7
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
192.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
184.8
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
184.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
173.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
172.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
170.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
167.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
166.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
161.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
161.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
158.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
158.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
156.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
155.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
155.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
151.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
148.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
147.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
147.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
147.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
146.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
146.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
145.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
145.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
143.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
142.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
142.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
142.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
142.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
141.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
141.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
141.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
140.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
138.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
138.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
137.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
137.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
136.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
136.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
136.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
135.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
135.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
135.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
135.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
135.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
134.9
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
134.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
134.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
134.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
134.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
133.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
133.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
132.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
131.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
131.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
131.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
131.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
130.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
130.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
130.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
130.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
130.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
130.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
130.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
130.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
129.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
129.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
129.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
129.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
129.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
128.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
127.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
127.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
127.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
126.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
126.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
126.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
124.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
124.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
124.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
124.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
124.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
124.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
123.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
123.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
123.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
123.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
122.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
121.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
121.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
121.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
120.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
120.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
120.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
120.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
120.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
120.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
120.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
120.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
119.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
119.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
119.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
119.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
119.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
119.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
118.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
118.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
118.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
117.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
117.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
117.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
117.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
117.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
116.9
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
116.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
116.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
116.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
116.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
116.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
116.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
116.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
115.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
115.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
115.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
115.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
115.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
114.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
114.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
113.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
113.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
113.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
113.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
113.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
113.4
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
113.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
113.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
113.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
112.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
112.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
112.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
112.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
112.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
111.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
111.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
111.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
111.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
111.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
110.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
110.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
110.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
110.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
110.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
110.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
110.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
110.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
110.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
109.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
109.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
109.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
109.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
109.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
108.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
108.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
108.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
108.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
108.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
108.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
108.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
108.5
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
108.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
108.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
108.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
108.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
107.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
107.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
107.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
107.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
107.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
106.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
106.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
106.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
105.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
105.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
104.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
104.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
103.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
103.3
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
103.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
102.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
102.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
102.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
102.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
102.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
102.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
102.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
102.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
102.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
101.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
101.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
100.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
100.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
100.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
100.2
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
100.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
99.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
99.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
99.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
99.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
98.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
98.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
98.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
97.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
97.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
97.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
97.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
97.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
97.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
97.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
97.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
97.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
97.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
96.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
96.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
96.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
96.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
96.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
96.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
96.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
96.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
95.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
95.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
95.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
94.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
94.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
94.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
94.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
94.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
94.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
94.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
94.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
94.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
94.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
93.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
93.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
93.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
93.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
93.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
93.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
93.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
93.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
93.2
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
92.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
92.7
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
92.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
92.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
92.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
91.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
91.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
91.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
91.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
91.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
91.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
90.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
90.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
90.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
90.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
90.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
89.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
89.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
89.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
89.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
89.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
89.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
89.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
88.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
88.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
88.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
88.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
87.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
87.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
87.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
87.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
87.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
87.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
87.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
87.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
87.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
87.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
87.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
87.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
87.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
86.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
85.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
85.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
85.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
85.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
85.2
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
84.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
84.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
84.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
84.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
84.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
83.7
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
82.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
82.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
82.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
82.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
81.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
81.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
81.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
81.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
81.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
81.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
81.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
80.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
80.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
80.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
80.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
79.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
79.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
79.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
79.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
79.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
79.3
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
79.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
78.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
78.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
78.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
78.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
78.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
78.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
77.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
77.6
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
77.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
77.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
77.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
77.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
77.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
77.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
77.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
76.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
76.7
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
76.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
76.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
76.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
76.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
76.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
75.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
75.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
75.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
75.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
75.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
75.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
75.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
75.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
75.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
75.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
74.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
74.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
74.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
74.5
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
74.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
74.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
74.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
73.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
73.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
73.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
73.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
73.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
72.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
72.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
72.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
72.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
72.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
71.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
71.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
71.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
70.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
70.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
70.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
70.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
70.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
70.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
69.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
69.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
69.5
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
69.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
69.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
69.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
69.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
69.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
69.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
69.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
68.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
68.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
68.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
68.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
67.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
67.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
67.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
67.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
67.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
67.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
67.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
66.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
66.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
66.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
65.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
65.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
64.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
64.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
64.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
64.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
63.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
63.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
63.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
62.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
62.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
62.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
62.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
62.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
61.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
61.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
60.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
60.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
60.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
59.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
59.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
59.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
58.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
58.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
58.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
58.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
58.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
58.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
57.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
57.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
57.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
57.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
57.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
57.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
56.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
56.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
56.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
56.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
55.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
55.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
55.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
54.7
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
54.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
54.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
54.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
54.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
53.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
53.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
53.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
53.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
53.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
52.8
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
52.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
52.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
51.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
51.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
51.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
51.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
50.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
50.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
49.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
49.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
49.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
49.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
49.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
49.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
49.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
48.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
48.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
48.3
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
47.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
46.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
46.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
46.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
46.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
45.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
44.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
44.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
44.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
44.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
44.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
42.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
42.3
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
41.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
41.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
40.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
40.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
40.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
39.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
39.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
38.7
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
38.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
38.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
38.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
37.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
37.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
36.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
34.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
33.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
33.5
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
32.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
31.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
30.7
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
30.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
30.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
28.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
28.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
28.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
27.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
26.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
22.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
17.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 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.
RRAGA 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
97.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
226.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
170.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
169.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
157.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
154.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
142.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
140.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
139.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
139.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
139.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
137.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
132.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
129.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
126.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
125.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
125.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
123.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
122.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
121.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
120.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
120.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
119.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
118.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
118.5
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
118.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
117.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
117.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
116.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
116.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
116.1
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
115.6
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
112.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
110.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
108.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
108.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
107.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
107.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
106.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
104.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
103.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
103.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
103.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
102.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
101.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
100.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
100.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
99.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
99.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
98.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
98.2
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
97.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
96.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
95.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
95.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
93.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
93.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
93.3
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
93.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
92.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
90.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
89.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
88.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
88.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
88.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
87.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
85.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
85.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
84.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
84.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
83.5
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
83.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
82.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
81.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
81.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
78.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
77.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
76.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
72.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
71.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
71.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
69.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
67.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
65.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
63.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
63.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
59.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
56.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
53.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
52.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
51.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
51.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
50.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
49.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
46.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
46.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
45.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
45.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
43.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
41.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RRAGA is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
65.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
262.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
193.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
171.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
169.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
162.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
149.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
134.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
133.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
132.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
122.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
122.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
121.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
119.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
115.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
113.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
111.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
108.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
108.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
106.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
105.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
104.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
104.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
104.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
101.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
101.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
100.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
98.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
98.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
97.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
96.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
96.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
95.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
94.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
94.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
93.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
93.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
92.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
91.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
89.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
89.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
89.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
87.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
86.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
86.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
86.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
86.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
86.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
86.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
86.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
85.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
85.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
84.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
83.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
82.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
82.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
82.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
81.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
81.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
80.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
80.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
80.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
80.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
79.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
79.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
79.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
79.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
78.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
78.3
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
77.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
77.4
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
76.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
76.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
75.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
75.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
75.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
74.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
74.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
74.5
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
74.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
73.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
73.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
73.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
73.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
73.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
72.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
72.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
72.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
71.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
71.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
71.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
70.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
70.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
69.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
69.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
69.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
69.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
69.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
69.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
68.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
68.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
68.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
67.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
67.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
67.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
67.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
67.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
67.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
67.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
66.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
65.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
65.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
65.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
65.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
64.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
64.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
64.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
64.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
64.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
64.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
64.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
64.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
63.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
63.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
63.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
63.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
63.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
63.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
63.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
62.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
62.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
62.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
62.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
62.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
62.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
62.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
61.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
61.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
61.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
61.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
61.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
60.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
60.8
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
60.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
60.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
60.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
60.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
60.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
60.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
60.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
59.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
59.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
59.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
58.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
58.6
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
58.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
58.5
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
58.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
57.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
57.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
57.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
57.1
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
57.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
56.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
56.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
56.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
56.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
55.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
55.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
54.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
54.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
53.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
53.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
53.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
53.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
53.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
53.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
53.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
52.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
52.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
52.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
51.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
51.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
51.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
51.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
51.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
51.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
51.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
51.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
50.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
50.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
50.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
50.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
50.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
50.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
50.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
49.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
49.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
49.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
49.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
49.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
48.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
48.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
47.8
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
47.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
47.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
47.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
47.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
47.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
47.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
47.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
46.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
46.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
46.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
46.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
46.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
46.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
45.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
45.9
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
45.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
45.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
44.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
44.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
44.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
44.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
44.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
43.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
43.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
43.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
43.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
43.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
42.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
41.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
41.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
41.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
41.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
41.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
41.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
41.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
41.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
40.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
40.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
40.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
40.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
40.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
39.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
38.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
37.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
37.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
37.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
37.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
36.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
36.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
36.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
36.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
35.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
35.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
35.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
35.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
34.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
34.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
33.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
32.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
32.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
32.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
32.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
31.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
30.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
29.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
29.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
28.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
28.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
27.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
27.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
26.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
26.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
25.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
24.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
21.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
21.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
21.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
15.1
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
4.4
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088970003
Tumor
1.8
CPT0002270011
Tumor
0.9
CPT0078660003
Tumor
0.9
CPT0079180003
Tumor
0.8
CPT0086950003
Tumor
0.8
CPT0078800003
Tumor
0.8
CPT0001340003
Tumor
0.7
CPT0010110003
Tumor
0.5
CPT0086820003
Tumor
0.5
CPT0026410003
Tumor
0.5
CPT0000640003
Tumor
0.5
CPT0001180009
Tumor
0.5
CPT0077110003
Tumor
0.5
CPT0088550004
Tumor
0.4
CPT0019130003
Tumor
0.4
CPT0088480003
Tumor
0.4
CPT0078990003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0009060003
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0007320003
Tumor
0.3
CPT0014160003
Tumor
0.3
CPT0023350003
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0014450004
Tumor
0.2
CPT0024670003
Tumor
0.2
CPT0079480003
Tumor
0.2
CPT0092160003
Tumor
0.2
CPT0092800003
Normal
0.2
CPT0001220008
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0065930003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0086870003
Tumor
0.2
CPT0012280003
Tumor
0.2
CPT0001260009
Tumor
0.2
CPT0014370004
Tumor
0.2
CPT0000790001
Normal
0.2
CPT0079410003
Tumor
0.2
CPT0026420001
Normal
0.2
CPT0076350001
Normal
0.2
CPT0025110003
Tumor
0.2
CPT0086970003
Normal
0.2
CPT0012370003
Tumor
0.2
CPT0024680001
Normal
0.2
CPT0071150004
Tumor
0.2
CPT0006440003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0025880003
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0006730001
Normal
0.1
CPT0088920001
Normal
0.1
CPT0009000003
Tumor
0.1
CPT0010120001
Normal
0.1
CPT0025350003
Tumor
0.1
CPT0007870001
Normal
0.1
CPT0065450001
Normal
0.1
CPT0086370003
Normal
0.1
CPT0001350001
Normal
0.1
CPT0000780007
Tumor
0.1
CPT0088640003
Normal
0.1
CPT0085670003
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0079000001
Normal
0.1
CPT0025050003
Tumor
0.1
CPT0075570001
Normal
0.1
CPT0025060001
Normal
0.1
CPT0012090003
Normal
0.1
CPT0009080003
Normal
0.1
CPT0001550001
Normal
0.1
CPT0079270003
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0079230003
Tumor
0.1
CPT0086830003
Normal
0.1
CPT0010170001
Normal
0.1
CPT0013790003
Normal
0.1
CPT0075130003
Tumor
0.1
CPT0001270001
Normal
0.1
CPT0081990003
Tumor
0.1
CPT0012570003
Normal
0.1
CPT0065820001
Normal
0.1
CPT0077310003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0066520001
Normal
0.1
CPT0065810003
Tumor
0.0
CPT0023710001
Normal
0.0
CPT0078840001
Normal
0.0
CPT0076330003
Tumor
0.0
CPT0087050003
Normal
0.0
CPT0012080003
Tumor
0.0
CPT0064370003
Tumor
0.0
CPT0079430001
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0077140001
Normal
0.0
CPT0063630003
Tumor
0.0
CPT0088710001
Normal
0.0
CPT0086360003
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0081620001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0082010001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0011240003
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0088900003
Tumor
0.0
CPT0002370001
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0088500001
Normal
0.0
CPT0077500001
Normal
0.0
CPT0006630003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0088630003
Tumor
0.0
CPT0078940001
Normal
0.0
CPT0063320003
Tumor
0.0
CPT0086890003
Normal
0.0
CPT0088780001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0001510001
Normal
0.0
CPT0006530001
Normal
0.0
CPT0012640003
Normal
0.0
CPT0009020003
Normal
0.0
CPT0014470001
Normal
-0.1
CPT0012290003
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0025230003
Tumor
-0.1
CPT0064400001
Normal
-0.1
CPT0075170001
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0089480003
Normal
-0.1
CPT0089040001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0092740003
Normal
-0.1
CPT0025920001
Normal
-0.1
CPT0079300001
Normal
-0.1
CPT0025610001
Normal
-0.1
CPT0079380003
Tumor
-0.1
CPT0025580004
Tumor
-0.1
CPT0078670001
Normal
-0.1
CPT0018250001
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0015910003
Tumor
-0.1
CPT0001230001
Normal
-0.1
CPT0017450001
Normal
-0.1
CPT0088760003
Tumor
-0.1
CPT0088690003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0012550003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0020120003
Tumor
-0.2
CPT0020020001
Normal
-0.2
CPT0065870003
Tumor
-0.2
CPT0001500009
Tumor
-0.2
CPT0010160003
Tumor
-0.2
CPT0084560003
Tumor
-0.2
CPT0006900003
Tumor
-0.2
CPT0078930003
Tumor
-0.2
CPT0069010001
Normal
-0.2
CPT0011410003
Tumor
-0.2
CPT0079510001
Normal
-0.2
CPT0078530001
Normal
-0.2
CPT0012670003
Tumor
-0.2
CPT0069000003
Tumor
-0.2
CPT0092190003
Normal
-0.3
CPT0069190001
Normal
-0.3
CPT0000660001
Normal
-0.3
CPT0089020003
Tumor
-0.3
CPT0007860003
Tumor
-0.3
CPT0012180003
Tumor
-0.3
CPT0066430001
Normal
-0.3
CPT0065750003
Tumor
-0.3
CPT0077320001
Normal
-0.3
CPT0012900004
Tumor
-0.3
CPT0092290003
Tumor
-0.3
CPT0075560003
Tumor
-0.3
CPT0023690003
Tumor
-0.4
CPT0025290003
Tumor
-0.4
CPT0025170003
Tumor
-0.4
CPT0081880003
Tumor
-0.4
CPT0017410003
Tumor
-0.4
CPT0019990003
Tumor
-0.4
CPT0015730003
Tumor
-0.4
CPT0086030003
Tumor
-0.4
CPT0017850003
Tumor
-0.5
CPT0066470004
Tumor
-0.5
CPT0089460004
Tumor
-0.5
CPT0069160003
Tumor
-0.5
CPT0092790003
Tumor
-0.5
CPT0021240003
Tumor
-0.5
CPT0065690003
Tumor
-0.5
CPT0078510003
Tumor
-0.7
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
