We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
NAPA 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
186.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
334.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
330.2
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
297.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
293.7
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
291.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
280.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
279.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
271.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
261.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
256.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
255.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
253.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
251.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
246.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
233.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
226.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
218.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
214.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
210.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
209.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
203.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
199.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
198.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
197.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
194.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
194.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
190.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
185.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
183.0
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
182.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
181.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
181.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
180.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
172.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
170.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
168.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
167.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
166.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
166.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
165.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
164.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
164.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
164.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
163.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
159.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
147.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
146.9
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
142.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
136.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
135.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
134.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
132.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
130.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
129.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
128.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
128.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
125.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
120.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
114.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
112.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
108.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
81.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
72.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
NAPA 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
92.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
204.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
174.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
171.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
171.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
167.1
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
160.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
155.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
154.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
153.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
152.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
147.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
145.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
145.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
143.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
141.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
140.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
140.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
139.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
139.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
139.2
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
138.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
137.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
136.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
135.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
135.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
135.2
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
135.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
133.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
132.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
132.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
131.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
131.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
130.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
130.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
129.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
129.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
128.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
128.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
128.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
128.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
127.5
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
126.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
126.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
126.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
125.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
124.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
124.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
124.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
123.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
123.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
123.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
122.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
121.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
121.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
121.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
121.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
121.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
121.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
120.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
120.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
119.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
119.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
119.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
118.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
118.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
118.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
118.5
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
118.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
118.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
118.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
118.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
118.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
118.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
118.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
118.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
117.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
117.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
117.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
117.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
117.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
116.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
116.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
116.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
116.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
115.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
115.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
115.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
115.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
115.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
115.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
115.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
114.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
114.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
114.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
114.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
113.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
113.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
112.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
112.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
112.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
112.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
112.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
112.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
112.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
111.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
111.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
111.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
111.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
111.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
111.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
110.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
110.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
110.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
110.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
110.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
110.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
110.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
110.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
109.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
109.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
109.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
109.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
109.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
109.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
109.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
109.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
109.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
108.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
108.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
108.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
108.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
108.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
108.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
107.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
107.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
107.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
107.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
107.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
106.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
106.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
106.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
106.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
106.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
106.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
106.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
106.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
106.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
106.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
106.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
106.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
105.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
105.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
105.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
105.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
105.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
105.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
105.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
105.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
105.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
105.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
105.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
105.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
104.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
104.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
104.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
104.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
104.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
104.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
104.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
103.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
103.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
103.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
103.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
103.5
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
103.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
103.3
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
103.2
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
103.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
102.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
102.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
102.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
102.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
102.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
102.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
101.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
101.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
101.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
101.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
101.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
101.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
101.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
101.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
101.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
101.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
101.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
100.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
100.9
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
100.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
100.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
100.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
100.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
100.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
100.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
100.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
99.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
99.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
99.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
99.4
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
99.3
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
99.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
99.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
99.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
99.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
98.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
98.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
98.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
98.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
98.2
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
98.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
98.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
97.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
97.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
97.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
97.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
97.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
97.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
97.2
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
97.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
96.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
96.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
96.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
96.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
96.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
96.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
96.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
96.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
96.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
96.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
96.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
96.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
96.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
96.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
96.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
95.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
95.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
95.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
95.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
95.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
95.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
95.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
94.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
94.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
94.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
94.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
94.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
94.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
94.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
94.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
94.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
93.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
93.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
93.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
93.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
93.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
93.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
93.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
92.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
92.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
92.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
92.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
92.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
92.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
91.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
91.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
91.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
91.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
91.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
91.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
90.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
90.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
90.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
90.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
90.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
90.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
90.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
90.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
90.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
89.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
89.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
89.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
89.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
89.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
89.3
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
89.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
89.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
89.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
89.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
88.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
88.8
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
88.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
88.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
88.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
88.4
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
88.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
88.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
88.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
87.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
87.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
87.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
87.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
87.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
87.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
86.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
86.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
86.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
86.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
86.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
85.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
85.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
85.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
85.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
85.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
85.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
85.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
85.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
85.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
85.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
85.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
84.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
84.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
84.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
84.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
84.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
84.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
84.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
84.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
83.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
83.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
83.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
83.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
83.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
83.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
82.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
82.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
82.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
82.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
82.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
82.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
81.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
81.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
81.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
81.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
81.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
81.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
81.4
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
81.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
81.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
81.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
81.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
81.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
80.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
80.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
80.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
80.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
80.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
80.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
80.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
80.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
80.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
80.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
79.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
79.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
79.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
79.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
79.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
79.6
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
79.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
79.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
79.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
79.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
79.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
78.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
78.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
78.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
78.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
78.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
78.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
77.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
77.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
77.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
77.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
77.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
77.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
76.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
76.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
75.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
75.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
75.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
75.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
75.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
75.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
75.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
75.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
75.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
74.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
74.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
74.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
74.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
73.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
73.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
73.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
73.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
73.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
73.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
73.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
72.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
72.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
72.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
72.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
72.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
72.0
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
71.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
71.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
71.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
71.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
70.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
70.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
70.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
70.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
70.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
70.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
70.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
69.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
69.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
69.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
69.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
69.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
69.1
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
69.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
68.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
68.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
68.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
67.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
67.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
66.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
66.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
66.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
66.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
66.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
65.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
65.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
64.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
64.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
64.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
64.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
64.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
64.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
64.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
63.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
63.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
63.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
63.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
62.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
62.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
62.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
62.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
62.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
62.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
61.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
60.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
60.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
60.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
60.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
60.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
59.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
59.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
59.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
59.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
58.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
58.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
57.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
57.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
57.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
57.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
56.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
56.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
55.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
53.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
53.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
53.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
53.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
53.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
52.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
52.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
50.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
50.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
50.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
50.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
50.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
49.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
49.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
46.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
44.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
44.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
44.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
43.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
43.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
43.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
42.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
42.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
40.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
38.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
36.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
34.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
33.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
32.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
31.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
31.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
30.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
18.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 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.
NAPA 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
84.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
134.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
127.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
124.4
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
117.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
117.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
110.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
109.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
108.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
108.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
108.5
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
107.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
106.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
105.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
105.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
104.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
104.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
102.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
101.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
101.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
101.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
101.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
100.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
99.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
98.3
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
98.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
96.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
96.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
96.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
93.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
92.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
91.5
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
91.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
90.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
90.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
90.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
88.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
88.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
88.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
87.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
87.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
87.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
87.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
87.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
86.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
86.6
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
86.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
85.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
85.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
85.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
84.2
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
83.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
83.2
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
82.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
82.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
82.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
82.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
82.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
82.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
81.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
80.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
80.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
80.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
79.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
78.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
78.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
77.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
77.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
77.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
76.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
75.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
75.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
74.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
74.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
73.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
73.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
72.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
72.0
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
71.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
71.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
71.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
70.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
70.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
69.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
65.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
64.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
64.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
63.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
62.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
61.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
61.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
61.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
57.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
54.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
53.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
50.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
50.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
47.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
47.2
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.
NAPA is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
121.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
331.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
289.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
271.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
256.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
254.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
243.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
222.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
222.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
217.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
213.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
213.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
212.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
206.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
203.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
201.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
200.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
200.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
200.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
199.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
190.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
188.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
187.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
186.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
184.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
179.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
175.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
175.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
174.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
172.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
172.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
171.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
170.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
168.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
167.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
166.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
166.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
165.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
165.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
162.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
162.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
161.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
159.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
158.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
157.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
155.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
154.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
154.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
153.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
152.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
152.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
151.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
150.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
150.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
150.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
149.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
148.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
148.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
147.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
147.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
147.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
146.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
144.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
144.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
144.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
144.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
143.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
143.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
143.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
143.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
142.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
142.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
142.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
141.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
141.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
139.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
138.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
138.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
138.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
137.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
137.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
137.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
137.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
137.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
136.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
136.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
136.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
135.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
135.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
134.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
134.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
134.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
133.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
133.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
133.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
133.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
133.1
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
132.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
132.6
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
132.4
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
132.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
131.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
131.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
131.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
131.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
131.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
130.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
130.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
129.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
129.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
128.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
127.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
127.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
126.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
126.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
126.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
125.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
125.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
124.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
124.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
124.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
123.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
123.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
123.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
123.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
122.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
122.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
122.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
122.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
122.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
121.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
121.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
121.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
121.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
121.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
120.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
120.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
120.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
120.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
120.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
119.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
118.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
117.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
117.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
117.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
117.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
117.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
116.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
116.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
116.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
115.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
115.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
115.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
115.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
114.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
114.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
114.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
114.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
114.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
114.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
113.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
113.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
112.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
112.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
112.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
111.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
111.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
110.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
110.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
109.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
109.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
108.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
108.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
108.0
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
107.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
107.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
107.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
107.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
106.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
106.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
106.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
105.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
105.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
104.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
104.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
104.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
104.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
104.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
104.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
104.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
104.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
103.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
103.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
102.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
101.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
101.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
101.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
101.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
101.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
100.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
100.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
100.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
100.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
99.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
98.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
98.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
98.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
97.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
97.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
96.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
95.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
95.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
95.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
95.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
95.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
94.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
94.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
93.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
93.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
93.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
92.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
92.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
92.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
92.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
92.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
89.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
89.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
88.9
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
88.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
88.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
87.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
87.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
86.1
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
85.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
85.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
84.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
83.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
82.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
82.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
82.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
81.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
81.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
80.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
80.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
79.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
79.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
78.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
78.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
75.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
75.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
75.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
75.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
73.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
73.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
72.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
72.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
72.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
67.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
67.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
67.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
66.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
63.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
62.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
61.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
61.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
60.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
59.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
59.7
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
58.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
55.4
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
52.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
48.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
48.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
47.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
46.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
46.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
45.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
41.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
28.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
26.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
25.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0079180003
Tumor
2.0
CPT0078660003
Tumor
1.2
CPT0088970003
Tumor
0.7
CPT0078800003
Tumor
0.6
CPT0002270011
Tumor
0.4
CPT0011410003
Tumor
0.4
CPT0001350001
Normal
0.3
CPT0078510003
Tumor
0.3
CPT0012570003
Normal
0.3
CPT0076350001
Normal
0.3
CPT0066430001
Normal
0.3
CPT0009080003
Normal
0.3
CPT0079430001
Normal
0.3
CPT0017450001
Normal
0.3
CPT0012180003
Tumor
0.3
CPT0007860003
Tumor
0.3
CPT0012090003
Normal
0.3
CPT0010170001
Normal
0.3
CPT0064400001
Normal
0.3
CPT0087050003
Normal
0.3
CPT0007470001
Normal
0.2
CPT0075570001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0001190001
Normal
0.2
CPT0012770003
Normal
0.2
CPT0088920001
Normal
0.2
CPT0024680001
Normal
0.2
CPT0086970003
Normal
0.2
CPT0086370003
Normal
0.2
CPT0088710001
Normal
0.2
CPT0023360001
Normal
0.2
CPT0009020003
Normal
0.2
CPT0077140001
Normal
0.2
CPT0089480003
Normal
0.2
CPT0063330001
Normal
0.2
CPT0092310003
Normal
0.2
CPT0000660001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0069160003
Tumor
0.2
CPT0025060001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0069010001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0018250001
Normal
0.2
CPT0006730001
Normal
0.2
CPT0012920003
Normal
0.2
CPT0078940001
Normal
0.2
CPT0078670001
Normal
0.2
CPT0092740003
Normal
0.2
CPT0026420001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0013790003
Normal
0.2
CPT0065450001
Normal
0.2
CPT0023690003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0075560003
Tumor
0.2
CPT0082010001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0024670003
Tumor
0.1
CPT0006950001
Normal
0.1
CPT0020020001
Normal
0.1
CPT0092800003
Normal
0.1
CPT0086890003
Normal
0.1
CPT0007320003
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0078840001
Normal
0.1
CPT0001230001
Normal
0.1
CPT0020120003
Tumor
0.1
CPT0014160003
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0007870001
Normal
0.1
CPT0023350003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0066520001
Normal
0.1
CPT0088780001
Normal
0.1
CPT0000790001
Normal
0.1
CPT0086830003
Normal
0.1
CPT0010120001
Normal
0.1
CPT0017410003
Tumor
0.1
CPT0065820001
Normal
0.1
CPT0089040001
Normal
0.1
CPT0088550004
Tumor
0.1
CPT0092290003
Tumor
0.1
CPT0012290003
Normal
0.1
CPT0014470001
Normal
0.1
CPT0001510001
Normal
0.1
CPT0064370003
Tumor
0.1
CPT0081990003
Tumor
0.1
CPT0079300001
Normal
0.1
CPT0012280003
Tumor
0.1
CPT0065750003
Tumor
0.1
CPT0025110003
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0000890001
Normal
0.0
CPT0001340003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0014350001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0025920001
Normal
0.0
CPT0079000001
Normal
0.0
CPT0076330003
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0092190003
Normal
0.0
CPT0009060003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0088500001
Normal
0.0
CPT0063320003
Tumor
0.0
CPT0075720003
Tumor
0.0
CPT0015730003
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0001270001
Normal
0.0
CPT0017850003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0078990003
Tumor
0.0
CPT0012550003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0012670003
Tumor
0.0
CPT0000870016
Tumor
-0.1
CPT0086870003
Tumor
-0.1
CPT0079270003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0025290003
Tumor
-0.1
CPT0077310003
Tumor
-0.1
CPT0012370003
Tumor
-0.1
CPT0077110003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0079410003
Tumor
-0.1
CPT0014370004
Tumor
-0.1
CPT0006630003
Tumor
-0.1
CPT0079480003
Tumor
-0.1
CPT0088630003
Tumor
-0.1
CPT0065930003
Tumor
-0.1
CPT0069000003
Tumor
-0.1
CPT0001500009
Tumor
-0.1
CPT0085670003
Tumor
-0.1
CPT0006900003
Tumor
-0.1
CPT0086030003
Tumor
-0.1
CPT0021240003
Tumor
-0.1
CPT0000640003
Tumor
-0.1
CPT0079510001
Normal
-0.1
CPT0092790003
Tumor
-0.1
CPT0019990003
Tumor
-0.1
CPT0011240003
Tumor
-0.1
CPT0025880003
Tumor
-0.2
CPT0014450004
Tumor
-0.2
CPT0092730003
Tumor
-0.2
CPT0065690003
Tumor
-0.2
CPT0001260009
Tumor
-0.2
CPT0078930003
Tumor
-0.2
CPT0081600003
Tumor
-0.2
CPT0079380003
Tumor
-0.2
CPT0010110003
Tumor
-0.2
CPT0078530001
Normal
-0.2
CPT0065430003
Tumor
-0.2
CPT0075130003
Tumor
-0.2
CPT0081880003
Tumor
-0.2
CPT0025350003
Tumor
-0.2
CPT0071150004
Tumor
-0.2
CPT0079230003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0026410003
Tumor
-0.2
CPT0025580004
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0006440003
Tumor
-0.2
CPT0001180009
Tumor
-0.2
CPT0077490003
Tumor
-0.3
CPT0012080003
Tumor
-0.3
CPT0002350011
Tumor
-0.3
CPT0001540009
Tumor
-0.3
CPT0025050003
Tumor
-0.3
CPT0078830003
Tumor
-0.3
CPT0084560003
Tumor
-0.3
CPT0012900004
Tumor
-0.3
CPT0009000003
Tumor
-0.3
CPT0089460004
Tumor
-0.3
CPT0025230003
Tumor
-0.3
CPT0088480003
Tumor
-0.3
CPT0087040003
Tumor
-0.3
CPT0088690003
Tumor
-0.4
CPT0000780007
Tumor
-0.4
CPT0086950003
Tumor
-0.4
CPT0015810003
Tumor
-0.4
CPT0010160003
Tumor
-0.4
CPT0088760003
Tumor
-0.4
CPT0088900003
Tumor
-0.4
CPT0089020003
Tumor
-0.4
CPT0063630003
Tumor
-0.4
Show allShow less
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
