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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.
PTP4A1 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
15.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
57.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
40.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
39.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
39.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
37.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
34.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
32.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
30.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
30.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
29.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
27.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
27.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
26.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
25.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
21.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
21.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
19.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
18.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
16.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
16.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
15.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
14.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
13.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
13.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
13.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
13.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
13.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
13.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
12.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
12.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
11.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
11.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
11.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
11.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
10.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
10.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
10.1
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
9.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
9.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
9.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
9.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
9.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
9.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
8.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
8.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
8.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
8.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
7.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
7.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
7.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
7.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
6.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
6.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
6.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
6.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
5.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
5.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
5.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
4.4
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
3.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
0.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 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.
PTP4A1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
36.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
165.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
137.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
127.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
118.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
116.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
112.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
110.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
109.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
109.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
99.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
94.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
92.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
90.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
88.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
88.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
87.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
84.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
81.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
80.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
79.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
77.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
77.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
76.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
75.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
74.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
74.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
72.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
71.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
70.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
69.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
69.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
68.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
68.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
68.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
67.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
66.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
66.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
65.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
65.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
65.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
65.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
63.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
63.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
63.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
61.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
61.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
61.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
61.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
60.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
59.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
59.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
59.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
59.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
59.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
59.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
59.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
58.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
58.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
58.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
57.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
57.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
57.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
57.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
56.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
55.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
55.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
55.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
55.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
55.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
55.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
55.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
54.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
54.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
53.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
53.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
52.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
52.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
52.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
51.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
51.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
51.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
51.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
51.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
50.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
50.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
50.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
50.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
50.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
50.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
50.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
50.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
49.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
49.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
49.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
49.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
49.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
48.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
48.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
48.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
48.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
48.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
48.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
48.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
48.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
48.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
48.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
48.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
48.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
47.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
47.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
46.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
46.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
46.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
46.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
46.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
46.8
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
46.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
46.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
46.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
46.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
46.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
46.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
45.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
45.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
45.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
45.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
45.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
45.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
45.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
45.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
44.8
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
44.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
44.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
44.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
44.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
44.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
44.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
44.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
44.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
44.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
44.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
44.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
44.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
43.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
43.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
43.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
43.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
43.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
43.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
43.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
43.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
42.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
42.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
42.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
42.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
42.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
42.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
42.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
42.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
42.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
42.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
42.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
41.8
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
41.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
41.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
41.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
41.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
41.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
41.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
41.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
41.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
40.8
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
40.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
40.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
40.6
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
40.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
40.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
40.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
40.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
40.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
40.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
39.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
39.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
39.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
39.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
39.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
39.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
39.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
39.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
39.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
39.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
39.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
39.1
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
39.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
38.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
38.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
38.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
38.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
38.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
38.4
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
38.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
38.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
38.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
37.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
37.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
37.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
37.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
37.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
37.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
36.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
36.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
36.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
36.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
36.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
36.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
36.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
36.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
36.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
36.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
35.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
35.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
35.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
35.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
35.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
35.4
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
35.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
35.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
35.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
34.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
34.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
34.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
34.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
34.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
34.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
34.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
34.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
34.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
33.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
33.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
33.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
33.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
33.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
33.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
33.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
33.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
33.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
33.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
33.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
32.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
32.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
32.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
32.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
32.6
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
32.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
32.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
32.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
32.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
32.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
31.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
31.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
31.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
31.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
31.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
31.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
31.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
31.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
31.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
31.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
31.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
31.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
31.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
31.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
31.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
31.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
31.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
31.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
31.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
31.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
30.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
30.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
30.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
30.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
30.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
30.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
30.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
30.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
30.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
30.1
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
30.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
30.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
30.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
29.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
29.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
29.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
29.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
29.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
29.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
29.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
29.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
29.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
29.3
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
29.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
29.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
29.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
29.1
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
29.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
28.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
28.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
28.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
28.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
28.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
28.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
28.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
28.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
28.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
28.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
27.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
27.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
27.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
27.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
27.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
27.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
27.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
27.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
27.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
27.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
27.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
27.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
27.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
27.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
26.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
26.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
26.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
26.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
26.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
26.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
26.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
26.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
26.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
26.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
26.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
26.1
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
26.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
25.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
25.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
25.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
25.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
25.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
25.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
25.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
24.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
24.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
24.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
24.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
24.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
24.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
24.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
24.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
24.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
24.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
24.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
24.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
23.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
23.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
23.7
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
23.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
23.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
23.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
23.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
23.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
23.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
23.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
23.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
23.3
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
23.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
23.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
23.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
23.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
23.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
22.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
22.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
22.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
22.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
22.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
22.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
22.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
22.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
22.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
22.4
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
22.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
22.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
22.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
22.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
22.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
22.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
21.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
21.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
21.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
21.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
21.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
21.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
21.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
21.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
21.5
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
21.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
21.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
21.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
21.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
21.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
20.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
20.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
20.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
20.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
20.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
20.7
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
20.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
20.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
20.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
20.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
20.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
20.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
20.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
19.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
19.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
19.7
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
19.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
19.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
19.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
19.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
19.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
19.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
19.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
18.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
18.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
18.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
18.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
18.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
18.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
18.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
17.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
17.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
17.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
17.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
17.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
17.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
17.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
17.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
17.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
17.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
17.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
17.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
16.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
16.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
16.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
16.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
16.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
16.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
16.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
16.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
16.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
16.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
16.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
15.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
15.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
15.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
15.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
15.6
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
15.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
15.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
15.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
14.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
14.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
14.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
14.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
14.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
14.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
14.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
13.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
13.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
13.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
13.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
13.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
13.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
13.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
12.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
12.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
12.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
12.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
12.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
12.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
12.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
12.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
11.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
11.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
11.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
11.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
11.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
11.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
10.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
10.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
9.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
9.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
9.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
9.3
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
8.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
8.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
8.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
5.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
4.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
4.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
4.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 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.
PTP4A1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
48.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
295.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
148.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
105.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
95.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
91.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
88.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
75.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
75.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
74.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
72.9
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
67.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
66.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
66.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
65.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
65.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
64.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
64.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
64.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
64.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
63.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
63.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
62.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
62.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
58.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
57.4
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
56.0
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
55.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
55.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
54.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
54.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
53.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
52.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
51.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
51.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
50.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
50.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
49.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
49.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
47.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
47.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
46.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
46.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
45.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
44.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
44.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
44.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
43.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
43.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
42.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
42.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
41.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
40.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
40.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
39.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
38.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
38.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
38.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
37.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
36.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
36.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
35.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
35.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
35.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
35.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
35.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
35.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
34.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
34.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
33.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
33.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
33.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
32.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
32.5
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
31.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
31.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
31.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
31.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
30.9
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
30.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
29.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
29.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
28.9
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
28.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
28.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
28.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
26.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
26.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
26.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
25.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
25.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
24.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
21.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
21.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
20.8
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
20.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
18.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
18.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
17.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
16.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
PTP4A1 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
31.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
223.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
155.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
114.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
113.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
106.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
97.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
95.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
91.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
90.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
90.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
88.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
87.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
86.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
85.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
82.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
82.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
77.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
76.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
74.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
73.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
67.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
67.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
65.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
64.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
64.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
62.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
61.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
60.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
60.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
60.0
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
59.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
58.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
58.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
57.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
57.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
56.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
56.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
55.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
54.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
54.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
51.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
51.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
50.7
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
50.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
49.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
48.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
48.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
48.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
48.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
47.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
47.2
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
46.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
46.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
46.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
46.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
46.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
45.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
44.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
44.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
43.6
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
42.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
41.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
40.6
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
39.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
38.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
38.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
37.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
37.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
36.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
36.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
36.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
36.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
36.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
36.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
35.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
35.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
35.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
35.4
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
35.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
34.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
34.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
34.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
34.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
34.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
33.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
33.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
33.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
33.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
33.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
33.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
33.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
33.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
33.0
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
32.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
32.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
32.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
32.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
32.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
31.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
31.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
31.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
31.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
30.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
30.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
30.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
30.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
29.9
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
29.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
29.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
29.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
29.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
29.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
29.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
28.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
28.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
28.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
28.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
28.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
27.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
27.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
27.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
27.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
27.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
27.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
27.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
27.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
27.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
27.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
26.9
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
26.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
26.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
26.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
26.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
26.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
26.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
26.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
25.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
25.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
25.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
25.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
25.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
24.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
24.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
24.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
24.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
24.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
24.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
23.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
23.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
23.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
23.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
23.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
23.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
23.1
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
23.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
23.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
22.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
22.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
22.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
22.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
22.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
22.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
22.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
22.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
22.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
22.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
22.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
21.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
21.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
21.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
21.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
20.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
20.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
20.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
20.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
20.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
20.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
20.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
20.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
20.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
20.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
20.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
20.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
19.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
19.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
19.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
19.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
19.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
19.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
19.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
19.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
19.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
19.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
18.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
18.2
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
18.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
18.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
18.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
17.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
17.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
17.8
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
17.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
17.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
17.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
17.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
17.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
17.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
17.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
17.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
17.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
17.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
16.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
16.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
16.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
16.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
16.7
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
16.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
16.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
16.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
16.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
15.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
15.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
15.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
15.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
15.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
15.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
14.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
14.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
14.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
14.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
14.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
14.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
14.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
14.0
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
14.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
13.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
13.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
13.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
13.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
13.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
13.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
13.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
12.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
12.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
12.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
12.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
11.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
11.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
11.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
11.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
11.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
11.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
10.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
10.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
10.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
10.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
9.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
9.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
9.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
9.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
9.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
9.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
9.3
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
8.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
8.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
8.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
8.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
7.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
7.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
7.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
7.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
6.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
6.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
5.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
5.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
5.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
5.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
4.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
3.9
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0002270011
Tumor
0.7
CPT0001180009
Tumor
0.6
CPT0012180003
Tumor
0.4
CPT0023690003
Tumor
0.4
CPT0009080003
Normal
0.3
CPT0006730001
Normal
0.3
CPT0088690003
Tumor
0.3
CPT0079430001
Normal
0.3
CPT0092740003
Normal
0.3
CPT0069190001
Normal
0.3
CPT0078840001
Normal
0.3
CPT0012090003
Normal
0.3
CPT0081880003
Tumor
0.3
CPT0018250001
Normal
0.3
CPT0024670003
Tumor
0.3
CPT0065810003
Tumor
0.3
CPT0010170001
Normal
0.3
CPT0082010001
Normal
0.3
CPT0020120003
Tumor
0.3
CPT0089460004
Tumor
0.3
CPT0088550004
Tumor
0.3
CPT0064400001
Normal
0.3
CPT0001190001
Normal
0.2
CPT0012550003
Tumor
0.2
CPT0086970003
Normal
0.2
CPT0012290003
Normal
0.2
CPT0017450001
Normal
0.2
CPT0017850003
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0012770003
Normal
0.2
CPT0012920003
Normal
0.2
CPT0078800003
Tumor
0.2
CPT0006440003
Tumor
0.2
CPT0025920001
Normal
0.2
CPT0092160003
Tumor
0.2
CPT0076350001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0079000001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0079230003
Tumor
0.2
CPT0066430001
Normal
0.2
CPT0014350001
Normal
0.1
CPT0026420001
Normal
0.1
CPT0077500001
Normal
0.1
CPT0086950003
Tumor
0.1
CPT0023360001
Normal
0.1
CPT0009020003
Normal
0.1
CPT0012570003
Normal
0.1
CPT0089040001
Normal
0.1
CPT0079300001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0081990003
Tumor
0.1
CPT0065450001
Normal
0.1
CPT0019130003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0077110003
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0079510001
Normal
0.1
CPT0025060001
Normal
0.1
CPT0025110003
Tumor
0.1
CPT0006530001
Normal
0.1
CPT0088780001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0077140001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0086890003
Normal
0.1
CPT0078940001
Normal
0.1
CPT0001510001
Normal
0.0
CPT0069000003
Tumor
0.0
CPT0020020001
Normal
0.0
CPT0066520001
Normal
0.0
CPT0063640001
Normal
0.0
CPT0087050003
Normal
0.0
CPT0026410003
Tumor
0.0
CPT0001260009
Tumor
0.0
CPT0007860003
Tumor
0.0
CPT0084560003
Tumor
0.0
CPT0088710001
Normal
0.0
CPT0012900004
Tumor
0.0
CPT0007870001
Normal
0.0
CPT0088570001
Normal
0.0
CPT0001270001
Normal
0.0
CPT0092310003
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0010120001
Normal
0.0
CPT0088970003
Tumor
0.0
CPT0001350001
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0000790001
Normal
0.0
CPT0017410003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0092800003
Normal
0.0
CPT0013790003
Normal
0.0
CPT0088920001
Normal
0.0
CPT0078530001
Normal
0.0
CPT0092190003
Normal
0.0
CPT0092790003
Tumor
0.0
CPT0012080003
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0088500001
Normal
0.0
CPT0077490003
Tumor
0.0
CPT0075170001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0078670001
Normal
0.0
CPT0020130001
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0086370003
Normal
0.0
CPT0014160003
Tumor
0.0
CPT0007470001
Normal
0.0
CPT0086360003
Tumor
0.0
CPT0088640003
Normal
0.0
CPT0001340003
Tumor
0.0
CPT0069010001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0078930003
Tumor
-0.1
CPT0078830003
Tumor
-0.1
CPT0012670003
Tumor
-0.1
CPT0001230001
Normal
-0.1
CPT0079270003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0063630003
Tumor
-0.1
CPT0075570001
Normal
-0.1
CPT0025230003
Tumor
-0.1
CPT0025050003
Tumor
-0.1
CPT0025610001
Normal
-0.1
CPT0071150004
Tumor
-0.1
CPT0078990003
Tumor
-0.1
CPT0010160003
Tumor
-0.1
CPT0006950001
Normal
-0.1
CPT0001540009
Tumor
-0.1
CPT0014370004
Tumor
-0.1
CPT0012280003
Tumor
-0.1
CPT0086870003
Tumor
-0.1
CPT0081620001
Normal
-0.1
CPT0078510003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0007320003
Tumor
-0.1
CPT0065870003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0019990003
Tumor
-0.1
CPT0076330003
Tumor
-0.1
CPT0078660003
Tumor
-0.1
CPT0006630003
Tumor
-0.1
CPT0085670003
Tumor
-0.1
CPT0023350003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0001550001
Normal
-0.2
CPT0011240003
Tumor
-0.2
CPT0009000003
Tumor
-0.2
CPT0001220008
Tumor
-0.2
CPT0086830003
Normal
-0.2
CPT0000660001
Normal
-0.2
CPT0084590001
Normal
-0.2
CPT0000780007
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0025350003
Tumor
-0.2
CPT0025580004
Tumor
-0.2
CPT0065930003
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0065750003
Tumor
-0.2
CPT0014470001
Normal
-0.2
CPT0064370003
Tumor
-0.2
CPT0069160003
Tumor
-0.2
CPT0066480003
Tumor
-0.2
CPT0075130003
Tumor
-0.2
CPT0014450004
Tumor
-0.2
CPT0081600003
Tumor
-0.3
CPT0088900003
Tumor
-0.3
CPT0012370003
Tumor
-0.3
CPT0000640003
Tumor
-0.3
CPT0010110003
Tumor
-0.3
CPT0092730003
Tumor
-0.3
CPT0092290003
Tumor
-0.3
CPT0021240003
Tumor
-0.3
CPT0015730003
Tumor
-0.3
CPT0089020003
Tumor
-0.3
CPT0001500009
Tumor
-0.3
CPT0088630003
Tumor
-0.3
CPT0000870016
Tumor
-0.4
CPT0025170003
Tumor
-0.4
CPT0025290003
Tumor
-0.4
CPT0006900003
Tumor
-0.4
CPT0015810003
Tumor
-0.4
CPT0079180003
Tumor
-0.5
CPT0086030003
Tumor
-0.5
CPT0087040003
Tumor
-0.5
CPT0063320003
Tumor
-0.5
CPT0015910003
Tumor
-0.5
CPT0079380003
Tumor
-0.5
CPT0088760003
Tumor
-0.5
CPT0065690003
Tumor
-0.6
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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
