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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CD34 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
26.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
113.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
94.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
60.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
59.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
49.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
47.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
47.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
47.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
44.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
42.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
42.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
41.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
40.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
40.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
35.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
34.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
31.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
30.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
29.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
29.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
27.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
27.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
25.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
25.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
24.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
24.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
22.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
22.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
22.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
21.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
21.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
20.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
19.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
18.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
18.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
18.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
18.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
17.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
17.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
16.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
16.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
16.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
15.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
14.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
14.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
14.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
13.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
13.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
13.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
12.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
12.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
12.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
11.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
11.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
10.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
10.1
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
10.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
9.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
9.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
8.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
6.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
6.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 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.
CD34 is validated 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
102.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
483.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
478.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
421.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
382.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
379.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
350.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
340.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
334.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
326.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
322.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
302.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
294.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
287.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
285.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
283.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
281.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
275.4
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
269.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
269.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
265.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
260.1
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
258.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
246.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
242.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
239.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
235.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
234.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
234.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
233.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
232.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
224.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
221.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
220.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
217.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
216.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
215.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
212.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
211.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
210.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
207.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
203.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
202.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
199.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
198.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
198.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
198.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
194.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
193.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
188.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
188.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
186.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
185.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
185.0
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
183.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
183.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
182.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
181.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
181.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
180.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
180.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
179.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
179.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
178.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
178.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
177.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
174.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
174.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
172.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
172.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
170.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
170.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
169.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
169.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
169.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
169.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
169.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
168.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
168.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
167.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
167.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
165.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
165.0
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
163.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
162.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
161.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
160.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
160.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
159.7
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
159.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
158.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
157.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
156.9
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
156.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
155.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
154.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
154.3
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
154.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
153.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
153.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
152.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
151.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
151.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
151.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
149.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
148.7
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
148.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
148.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
147.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
147.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
146.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
146.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
145.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
145.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
144.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
144.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
144.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
143.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
143.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
142.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
142.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
142.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
142.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
142.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
142.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
141.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
141.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
141.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
140.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
140.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
139.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
139.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
138.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
138.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
138.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
137.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
135.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
135.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
133.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
133.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
133.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
133.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
133.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
133.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
132.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
132.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
132.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
132.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
131.8
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
131.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
131.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
131.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
130.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
130.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
128.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
128.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
128.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
128.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
128.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
127.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
127.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
127.3
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
127.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
127.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
126.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
126.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
126.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
126.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
125.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
125.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
125.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
124.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
124.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
123.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
123.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
123.4
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
123.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
122.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
121.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
121.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
120.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
120.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
120.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
120.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
119.9
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
119.8
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
119.8
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
119.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
119.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
119.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
119.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
119.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
118.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
118.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
118.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
117.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
116.8
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
116.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
116.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
116.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
115.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
114.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
114.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
114.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
112.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
111.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
111.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
111.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
111.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
111.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
110.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
110.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
109.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
109.6
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
108.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
107.8
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
107.5
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
107.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
107.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
106.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
105.3
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
105.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
105.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
104.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
103.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
102.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
101.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
101.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
101.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
100.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
99.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
98.8
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
98.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
98.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
98.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
98.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
97.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
97.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
97.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
97.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
97.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
96.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
96.4
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
95.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
95.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
94.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
94.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
94.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
94.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
93.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
93.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
92.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
92.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
92.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
92.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
91.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
91.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
91.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
91.4
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
91.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
91.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
91.1
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
91.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
90.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
90.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
90.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
89.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
89.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
89.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
89.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
89.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
89.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
89.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
88.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
88.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
87.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
87.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
87.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
86.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
86.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
86.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
85.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
85.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
84.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
84.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
83.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
83.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
82.9
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
82.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
82.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
81.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
81.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
80.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
80.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
80.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
80.7
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
80.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
79.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
79.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
78.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
78.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
78.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
78.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
78.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
78.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
77.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
76.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
76.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
76.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
76.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
75.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
75.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
75.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
74.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
74.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
74.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
74.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
74.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
73.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
73.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
73.1
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
72.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
72.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
72.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
72.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
71.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
70.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
69.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
69.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
69.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
69.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
69.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
69.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
68.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
68.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
68.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
67.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
67.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
66.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
66.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
66.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
65.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
65.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
65.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
63.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
63.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
63.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
63.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
62.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
62.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
62.5
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
60.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
60.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
60.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
60.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
59.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
59.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
59.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
59.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
59.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
58.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
58.2
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
58.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
58.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
58.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
57.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
57.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
56.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
56.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
56.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
56.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
56.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
55.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
55.4
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
55.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
54.9
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
54.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
54.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
53.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
53.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
53.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
53.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
53.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
52.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
52.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
51.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
51.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
50.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
49.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
49.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
49.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
49.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
48.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
48.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
48.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
48.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
47.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
47.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
47.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
46.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
45.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
45.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
45.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
45.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
44.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
44.5
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
43.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
43.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
42.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
42.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
42.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
40.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
40.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
40.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
40.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
40.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
39.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
39.1
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
39.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
38.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
38.8
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
37.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
37.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
36.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
36.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
36.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
35.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
35.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
33.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
33.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
33.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
32.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
32.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
32.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
31.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
31.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
31.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
31.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
31.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
30.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
30.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
30.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
30.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
30.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
29.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
28.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
28.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
27.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
27.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
27.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
27.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
27.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
26.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
26.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
26.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
25.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
25.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
24.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
24.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
24.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
24.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
23.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
23.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
23.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
23.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
23.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
22.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
22.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
21.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
21.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
20.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
20.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
20.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
20.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
20.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
19.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
19.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
18.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
18.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
17.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
16.8
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
16.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
16.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
16.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
15.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
15.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
15.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
15.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
15.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
15.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
15.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
14.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
14.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
14.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
14.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
14.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
14.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
13.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
12.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
12.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
12.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
12.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
12.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
10.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
10.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
10.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
9.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
9.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
8.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
8.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
8.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
8.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
8.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
8.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
7.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
7.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
7.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
6.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
6.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
5.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
5.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 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.
CD34 is validated prognostic, high expression is favorable 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
86.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
485.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
216.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
211.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
185.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
175.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
172.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
165.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
159.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
156.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
153.5
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
150.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
147.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
141.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
140.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
135.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
132.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
132.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
131.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
131.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
129.9
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
124.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
123.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
121.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
121.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
118.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
116.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
115.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
115.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
114.3
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
113.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
112.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
112.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
111.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
110.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
106.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
105.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
104.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
100.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
100.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
99.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
97.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
97.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
95.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
95.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
94.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
91.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
87.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
86.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
85.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
83.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
82.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
81.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
78.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
75.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
74.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
68.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
67.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
66.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
65.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
65.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
64.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
60.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
59.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
58.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
56.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
54.6
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
54.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
53.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
50.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
50.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
47.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
46.2
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
43.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
42.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
41.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
40.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
37.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
35.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
33.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
30.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
30.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
30.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
29.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
28.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
28.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
26.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
25.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
22.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
20.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
15.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
15.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
14.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
13.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
12.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
9.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
9.0
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
7.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
6.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
5.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
CD34 is potential prognostic, high expression is unfavorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
11.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
157.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
118.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
112.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
102.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
63.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
47.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
44.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
42.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
41.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
40.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
39.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
38.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
36.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
35.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
35.1
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
31.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
30.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
28.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
28.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
28.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
27.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
25.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
24.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
24.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
23.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
22.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
22.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
21.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
20.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
19.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
18.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
18.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
17.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
17.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
17.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
17.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
17.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
17.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
16.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
16.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
16.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
16.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
16.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
15.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
15.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
15.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
15.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
15.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
14.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
14.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
14.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
14.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
14.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
14.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
13.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
13.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
13.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
13.5
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
13.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
13.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
13.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
12.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
12.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
12.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
12.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
11.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
11.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
11.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
11.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
11.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
11.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
11.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
11.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
11.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
11.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
11.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
10.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
10.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
10.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
10.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
10.7
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
10.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
10.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
10.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
10.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
10.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
10.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
10.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
10.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
9.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
9.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
9.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
9.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
9.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
9.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
9.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
9.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
9.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
8.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
8.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
8.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
8.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
8.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
8.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
8.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
8.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
8.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
8.3
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
8.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
8.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
8.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
8.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
8.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
8.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
8.0
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
7.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
7.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
7.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
7.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
7.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
7.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
7.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
7.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
7.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
7.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
7.4
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
7.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
7.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
7.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
7.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
7.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
7.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
7.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
7.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
7.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
7.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
7.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
6.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
6.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
6.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
6.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
6.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
6.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
6.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
6.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
6.5
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
6.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
6.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
6.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
6.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
6.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
6.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
6.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
6.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
6.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
6.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
6.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
5.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
5.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
5.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
5.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
5.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
5.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
5.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
5.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
5.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
5.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
5.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
5.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
5.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
5.5
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
5.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
5.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
5.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
5.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
5.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
5.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
5.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
5.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
5.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
5.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
5.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
5.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
5.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
5.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
5.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
5.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
5.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
4.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
4.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
4.8
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
4.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
4.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
4.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
4.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
4.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
4.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
4.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
4.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
4.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
4.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
4.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
4.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
4.3
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
4.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
4.3
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
4.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
4.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
4.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
4.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
4.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
4.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
4.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
3.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
3.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
3.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
3.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
3.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
3.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
3.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
3.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
3.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
3.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
3.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
3.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
3.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
3.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
3.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
3.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
3.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
3.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
3.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
3.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
3.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
3.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
3.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
3.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
3.3
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
3.2
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
3.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
3.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
3.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
3.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
3.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
3.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
2.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
2.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
2.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
2.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
2.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
2.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
2.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
2.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
2.6
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
2.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
2.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
2.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
2.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
2.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
2.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
2.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
2.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
2.2
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
2.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
2.1
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
2.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
1.9
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
1.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
1.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
1.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
1.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
1.1
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.4
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0071150004
Tumor
1.2
CPT0088760003
Tumor
1.1
CPT0000640003
Tumor
1.1
CPT0065870003
Tumor
1.1
CPT0088900003
Tumor
1.0
CPT0010160003
Tumor
1.0
CPT0025350003
Tumor
1.0
CPT0077490003
Tumor
1.0
CPT0088630003
Tumor
0.9
CPT0078830003
Tumor
0.9
CPT0000870016
Tumor
0.9
CPT0079230003
Tumor
0.8
CPT0014370004
Tumor
0.8
CPT0006440003
Tumor
0.8
CPT0092730003
Tumor
0.8
CPT0081990003
Tumor
0.8
CPT0079480003
Tumor
0.8
CPT0079510001
Normal
0.8
CPT0087040003
Tumor
0.7
CPT0075720003
Tumor
0.7
CPT0000780007
Tumor
0.7
CPT0086870003
Tumor
0.6
CPT0089020003
Tumor
0.5
CPT0012080003
Tumor
0.5
CPT0012370003
Tumor
0.5
CPT0078930003
Tumor
0.5
CPT0025920001
Normal
0.5
CPT0063320003
Tumor
0.5
CPT0001510001
Normal
0.5
CPT0066470004
Tumor
0.5
CPT0015810003
Tumor
0.5
CPT0065930003
Tumor
0.5
CPT0089460004
Tumor
0.5
CPT0079270003
Tumor
0.4
CPT0020130001
Normal
0.4
CPT0019990003
Tumor
0.4
CPT0015910003
Tumor
0.4
CPT0079300001
Normal
0.4
CPT0085670003
Tumor
0.4
CPT0065690003
Tumor
0.4
CPT0078990003
Tumor
0.4
CPT0006900003
Tumor
0.4
CPT0001220008
Tumor
0.4
CPT0026410003
Tumor
0.4
CPT0025580004
Tumor
0.4
CPT0006630003
Tumor
0.4
CPT0025110003
Tumor
0.3
CPT0020020001
Normal
0.3
CPT0010120001
Normal
0.3
CPT0009000003
Tumor
0.3
CPT0025230003
Tumor
0.3
CPT0025880003
Tumor
0.3
CPT0088500001
Normal
0.3
CPT0012640003
Normal
0.3
CPT0001540009
Tumor
0.3
CPT0001550001
Normal
0.2
CPT0092790003
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0069190001
Normal
0.2
CPT0019130003
Tumor
0.2
CPT0077140001
Normal
0.2
CPT0066520001
Normal
0.2
CPT0066480003
Tumor
0.2
CPT0002370001
Normal
0.2
CPT0079410003
Tumor
0.2
CPT0088640003
Normal
0.1
CPT0076350001
Normal
0.1
CPT0066430001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0001230001
Normal
0.1
CPT0023360001
Normal
0.1
CPT0025060001
Normal
0.1
CPT0086030003
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0081620001
Normal
0.1
CPT0007470001
Normal
0.1
CPT0001270001
Normal
0.1
CPT0079380003
Tumor
0.1
CPT0019160001
Normal
0.0
CPT0092740003
Normal
0.0
CPT0010170001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0063330001
Normal
0.0
CPT0086950003
Tumor
0.0
CPT0065430003
Tumor
0.0
CPT0007320003
Tumor
0.0
CPT0000660001
Normal
0.0
CPT0075130003
Tumor
0.0
CPT0078940001
Normal
0.0
CPT0063640001
Normal
0.0
CPT0007870001
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0023710001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0065450001
Normal
-0.1
CPT0088690003
Tumor
-0.1
CPT0001350001
Normal
-0.1
CPT0000790001
Normal
-0.1
CPT0077500001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0012090003
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0017410003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0014350001
Normal
-0.1
CPT0088710001
Normal
-0.1
CPT0025610001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0007860003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0024680001
Normal
-0.1
CPT0025170003
Tumor
-0.1
CPT0026420001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0000890001
Normal
-0.1
CPT0069010001
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0086890003
Normal
-0.1
CPT0082010001
Normal
-0.1
CPT0025290003
Tumor
-0.2
CPT0078840001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0077320001
Normal
-0.2
CPT0065810003
Tumor
-0.2
CPT0006730001
Normal
-0.2
CPT0078670001
Normal
-0.2
CPT0092800003
Normal
-0.2
CPT0011240003
Tumor
-0.2
CPT0089480003
Normal
-0.2
CPT0092190003
Normal
-0.2
CPT0077110003
Tumor
-0.2
CPT0075570001
Normal
-0.2
CPT0088920001
Normal
-0.2
CPT0088570001
Normal
-0.2
CPT0012900004
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0001180009
Tumor
-0.2
CPT0010110003
Tumor
-0.2
CPT0086830003
Normal
-0.3
CPT0001260009
Tumor
-0.3
CPT0013790003
Normal
-0.3
CPT0092290003
Tumor
-0.3
CPT0012770003
Normal
-0.3
CPT0021240003
Tumor
-0.3
CPT0092310003
Normal
-0.3
CPT0087050003
Normal
-0.3
CPT0088780001
Normal
-0.3
CPT0079430001
Normal
-0.4
CPT0012290003
Normal
-0.4
CPT0009020003
Normal
-0.4
CPT0086370003
Normal
-0.4
CPT0077310003
Tumor
-0.5
CPT0092160003
Tumor
-0.5
CPT0012920003
Normal
-0.6
CPT0009060003
Tumor
-0.6
CPT0002350011
Tumor
-0.6
CPT0012570003
Normal
-0.6
CPT0069160003
Tumor
-0.6
CPT0065750003
Tumor
-0.6
CPT0084590001
Normal
-0.6
CPT0078660003
Tumor
-0.6
CPT0064370003
Tumor
-0.6
CPT0081880003
Tumor
-0.7
CPT0014450004
Tumor
-0.8
CPT0075560003
Tumor
-0.8
CPT0079180003
Tumor
-0.8
CPT0012550003
Tumor
-0.8
CPT0014160003
Tumor
-0.8
CPT0001500009
Tumor
-0.8
CPT0001340003
Tumor
-0.8
CPT0009080003
Normal
-0.8
CPT0086360003
Tumor
-0.8
CPT0017450001
Normal
-0.9
CPT0063630003
Tumor
-1.0
CPT0078510003
Tumor
-1.0
CPT0069000003
Tumor
-1.0
CPT0015730003
Tumor
-1.1
CPT0076330003
Tumor
-1.1
CPT0012280003
Tumor
-1.1
CPT0023350003
Tumor
-1.2
CPT0018250001
Normal
-1.2
CPT0024670003
Tumor
-1.3
CPT0012670003
Tumor
-1.4
CPT0017850003
Tumor
-1.4
CPT0011410003
Tumor
-1.4
CPT0088970003
Tumor
-1.5
CPT0020120003
Tumor
-1.7
CPT0088550004
Tumor
-1.7
CPT0025050003
Tumor
-1.8
CPT0002270011
Tumor
-1.8
CPT0078800003
Tumor
-2.3
CPT0084560003
Tumor
-2.3
CPT0012180003
Tumor
-2.5
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
