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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.
APEH is potential prognostic, high expression is unfavorable 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
88.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
192.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
188.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
171.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
164.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
163.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
156.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
154.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
153.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
153.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
150.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
144.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
142.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
135.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
129.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
128.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
123.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
123.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
120.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
116.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
107.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
106.2
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
103.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
103.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
99.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
97.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
92.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
89.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
87.8
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
83.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
80.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
80.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
80.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
79.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
78.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
74.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
73.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
73.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
71.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
71.1
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
67.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
64.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
63.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
58.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
58.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
57.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
57.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
49.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
49.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
49.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
49.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
48.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
46.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
46.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
40.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
39.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
39.0
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
37.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
36.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
30.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
27.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
27.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
20.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
16.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 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.
APEH 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
27.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
137.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
121.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
118.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
94.8
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
91.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
88.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
86.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
82.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
81.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
81.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
79.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
75.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
74.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
72.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
70.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
70.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
67.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
66.5
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
65.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
65.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
65.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
65.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
64.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
64.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
63.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
63.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
61.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
61.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
61.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
58.2
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
49.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
47.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
47.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
47.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
47.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
46.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
46.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
46.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
46.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
46.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
45.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
45.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
44.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
44.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
44.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
44.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
43.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
42.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
42.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
42.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
42.1
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
41.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
41.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
41.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
41.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
41.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
41.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
41.1
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
40.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
40.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
40.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
39.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
39.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
39.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
39.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
39.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
39.0
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
39.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
38.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
38.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
38.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
38.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
38.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
38.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
38.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
38.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
38.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
37.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
37.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
37.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
37.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
37.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
37.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
37.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
37.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
36.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
36.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
36.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
36.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
35.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
35.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
35.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
35.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
35.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
35.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
35.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
34.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
34.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
34.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
34.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
34.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
33.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
33.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
33.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
33.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
33.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
33.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
33.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
33.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
33.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
33.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
33.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
33.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
33.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
33.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
32.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
32.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
32.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
32.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
32.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
32.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
32.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
32.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
32.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
32.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
32.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
32.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
32.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
32.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
31.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
31.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
31.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
31.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
31.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
31.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
31.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
31.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
31.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
31.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
31.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
31.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
31.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
31.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
31.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
31.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
31.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
31.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
31.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
31.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
31.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
31.1
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
31.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
31.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
31.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
31.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
30.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
30.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
30.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
30.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
30.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
30.3
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
30.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
30.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
30.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
30.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
29.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
29.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
29.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
29.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
29.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
29.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
29.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
29.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
29.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
29.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
29.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
29.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
29.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
29.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
28.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
28.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
28.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
28.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
28.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
28.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
28.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
28.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
28.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
28.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
28.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
28.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
28.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
28.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
28.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
27.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
27.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
27.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
27.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
27.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
27.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
27.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
27.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
27.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
27.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
27.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
27.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
27.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
27.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
27.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
27.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
27.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
26.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
26.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
26.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
26.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
26.7
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
26.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
26.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
26.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
26.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
26.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
26.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
26.3
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
26.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
26.3
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
26.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
26.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
26.2
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
26.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
26.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
26.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
26.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
26.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
26.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
25.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
25.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
25.8
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
25.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
25.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
25.7
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
25.7
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
25.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
25.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
25.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
25.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
25.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
25.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
25.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
25.3
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
25.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
25.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
25.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
25.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
25.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
25.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
25.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
25.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
25.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
25.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
25.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
24.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
24.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
24.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
24.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
24.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
24.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
24.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
24.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
24.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
24.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
24.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
24.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
24.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
24.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
24.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
24.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
24.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
24.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
24.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
24.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
24.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
24.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
24.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
23.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
23.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
23.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
23.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
23.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
23.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
23.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
23.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
23.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
23.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
23.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
23.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
23.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
23.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
23.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
23.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
23.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
23.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
23.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
23.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
23.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
23.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
23.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
23.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
23.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
23.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
23.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
22.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
22.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
22.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
22.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
22.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
22.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
22.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
22.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
22.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
22.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
22.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
22.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
22.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
22.2
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
21.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
21.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
21.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
21.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
21.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
21.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
21.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
21.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
21.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
21.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
21.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
21.6
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
21.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
21.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
21.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
21.3
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
21.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
21.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
21.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
21.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
21.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
21.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
20.9
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
20.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
20.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
20.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
20.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
20.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
20.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
20.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
20.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
20.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
20.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
20.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
20.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
20.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
20.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
20.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
20.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
20.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
20.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
20.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
20.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
20.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
20.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
19.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
19.9
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
19.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
19.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
19.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
19.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
19.5
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
19.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
19.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
19.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
19.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
19.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
19.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
19.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
19.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
18.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
18.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
18.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
18.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
18.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
18.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
18.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
18.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
18.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
18.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
18.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
18.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
18.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
17.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
17.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
17.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
17.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
17.5
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
17.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
17.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
17.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
17.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
16.9
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
16.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
16.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
16.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
16.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
16.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
16.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
16.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
16.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
16.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
16.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
16.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
16.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
15.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
15.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
15.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
15.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
15.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
15.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
15.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
15.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
15.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
15.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
14.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
14.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
14.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
14.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
14.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
14.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
14.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
14.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
14.4
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
14.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
14.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
14.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
14.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
14.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
14.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
14.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
14.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
13.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
13.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
13.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
13.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
12.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
12.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
12.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
12.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
12.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
12.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
12.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
12.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
12.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
12.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
11.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
11.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
11.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
11.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
11.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
10.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
10.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
10.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
10.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
10.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
10.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
10.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
9.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
9.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
9.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
9.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
9.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
8.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
8.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
8.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
8.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
8.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
8.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
7.8
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
7.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
7.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
7.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
7.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
7.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
7.1
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
7.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
7.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
6.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
6.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
6.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
6.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
6.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
5.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
5.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
5.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.9
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.
APEH 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
27.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
81.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
75.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
51.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
46.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
45.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
45.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
42.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
41.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
39.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
38.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
38.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
37.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
37.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
37.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
36.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
35.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
34.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
34.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
34.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
33.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
32.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
32.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
32.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
31.9
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
31.9
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
31.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
31.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
31.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
31.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
30.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
30.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
29.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
29.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
29.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
29.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
28.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
28.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
28.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
28.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
26.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
26.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
26.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
26.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
26.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
25.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
25.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
25.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
25.1
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
25.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
25.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
25.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
24.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
24.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
24.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
24.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
24.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
24.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
24.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
24.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
23.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
23.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
23.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
23.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
23.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
23.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
23.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
22.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
22.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
22.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
21.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
21.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
21.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
20.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
20.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
20.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
20.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
19.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
19.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
19.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
19.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
19.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
19.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
19.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
18.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
18.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
18.7
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
18.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
18.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
17.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
17.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
17.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
17.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
16.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
16.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
15.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
14.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
14.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
13.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
12.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 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.
APEH is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
70.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
261.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
257.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
203.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
197.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
180.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
168.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
160.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
155.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
148.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
146.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
144.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
144.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
141.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
140.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
134.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
133.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
132.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
132.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
131.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
130.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
130.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
130.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
129.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
129.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
128.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
126.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
126.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
125.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
125.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
124.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
124.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
124.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
124.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
123.3
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
121.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
120.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
119.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
119.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
118.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
115.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
114.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
114.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
114.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
113.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
113.4
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
112.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
112.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
111.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
111.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
110.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
106.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
106.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
105.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
104.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
102.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
102.1
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
101.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
99.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
99.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
98.3
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
98.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
97.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
97.3
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
97.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
96.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
96.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
96.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
95.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
95.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
95.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
95.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
94.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
94.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
94.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
94.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
93.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
93.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
93.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
93.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
93.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
92.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
91.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
91.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
89.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
89.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
89.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
89.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
88.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
88.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
87.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
87.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
86.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
85.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
85.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
84.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
84.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
83.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
82.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
82.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
81.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
81.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
81.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
80.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
80.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
79.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
79.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
78.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
78.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
77.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
77.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
77.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
76.4
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
75.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
75.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
75.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
74.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
73.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
71.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
70.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
70.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
69.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
69.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
69.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
68.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
68.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
68.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
66.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
66.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
66.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
65.9
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
65.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
65.8
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
65.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
65.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
64.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
64.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
64.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
63.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
63.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
63.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
63.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
63.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
63.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
62.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
62.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
62.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
62.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
61.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
61.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
60.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
60.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
60.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
59.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
59.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
58.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
57.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
57.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
56.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
56.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
56.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
56.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
55.6
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
55.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
55.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
55.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
54.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
54.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
54.1
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
54.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
53.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
53.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
53.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
52.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
52.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
52.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
51.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
50.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
50.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
50.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
50.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
50.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
49.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
49.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
49.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
49.2
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
49.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
48.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
48.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
48.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
47.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
46.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
46.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
46.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
46.4
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
46.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
45.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
45.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
45.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
44.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
44.5
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
44.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
44.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
43.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
42.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
42.7
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
42.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
42.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
42.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
41.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
41.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
40.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
40.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
40.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
40.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
40.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
38.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
37.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
37.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
37.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
36.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
36.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
36.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
36.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
36.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
35.8
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
35.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
35.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
34.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
34.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
33.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
33.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
33.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
32.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
32.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
32.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
32.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
31.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
31.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
30.9
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
30.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
30.0
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
30.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
29.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
29.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
29.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
28.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
28.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
28.3
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
28.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
27.2
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
27.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
26.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
25.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
25.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
24.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
24.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
24.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
23.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
23.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
23.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
23.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
22.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
22.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
20.7
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
20.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
19.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
18.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
17.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
17.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
16.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
16.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
15.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
15.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
14.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
14.3
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
13.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
12.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
12.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
12.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
11.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
8.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078660003
Tumor
1.3
CPT0079180003
Tumor
0.9
CPT0078510003
Tumor
0.7
CPT0009080003
Normal
0.5
CPT0025060001
Normal
0.5
CPT0001350001
Normal
0.5
CPT0011410003
Tumor
0.5
CPT0006950001
Normal
0.5
CPT0000790001
Normal
0.5
CPT0065450001
Normal
0.5
CPT0023710001
Normal
0.5
CPT0092310003
Normal
0.4
CPT0088970003
Tumor
0.4
CPT0088920001
Normal
0.4
CPT0063640001
Normal
0.4
CPT0010170001
Normal
0.4
CPT0007470001
Normal
0.4
CPT0092290003
Tumor
0.4
CPT0018250001
Normal
0.4
CPT0076350001
Normal
0.4
CPT0006730001
Normal
0.4
CPT0066430001
Normal
0.4
CPT0025170003
Tumor
0.4
CPT0069010001
Normal
0.4
CPT0077140001
Normal
0.4
CPT0088710001
Normal
0.4
CPT0078940001
Normal
0.4
CPT0077500001
Normal
0.4
CPT0088780001
Normal
0.4
CPT0014350001
Normal
0.4
CPT0012090003
Normal
0.4
CPT0026420001
Normal
0.4
CPT0025290003
Tumor
0.4
CPT0078800003
Tumor
0.3
CPT0079000001
Normal
0.3
CPT0078840001
Normal
0.3
CPT0078670001
Normal
0.3
CPT0089480003
Normal
0.3
CPT0079430001
Normal
0.3
CPT0092800003
Normal
0.3
CPT0089040001
Normal
0.3
CPT0012770003
Normal
0.3
CPT0064370003
Tumor
0.3
CPT0012570003
Normal
0.3
CPT0023360001
Normal
0.3
CPT0075570001
Normal
0.3
CPT0086890003
Normal
0.3
CPT0065820001
Normal
0.3
CPT0015730003
Tumor
0.3
CPT0013790003
Normal
0.3
CPT0001550001
Normal
0.3
CPT0087050003
Normal
0.3
CPT0014130001
Normal
0.3
CPT0012290003
Normal
0.3
CPT0025610001
Normal
0.3
CPT0020120003
Tumor
0.3
CPT0064400001
Normal
0.3
CPT0092740003
Normal
0.2
CPT0020020001
Normal
0.2
CPT0082010001
Normal
0.2
CPT0066470004
Tumor
0.2
CPT0024680001
Normal
0.2
CPT0007870001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0065930003
Tumor
0.2
CPT0017450001
Normal
0.2
CPT0001190001
Normal
0.2
CPT0006530001
Normal
0.2
CPT0009020003
Normal
0.2
CPT0088570001
Normal
0.2
CPT0086030003
Tumor
0.2
CPT0063330001
Normal
0.2
CPT0066520001
Normal
0.2
CPT0001230001
Normal
0.2
CPT0014470001
Normal
0.2
CPT0086370003
Normal
0.2
CPT0019160001
Normal
0.2
CPT0025920001
Normal
0.2
CPT0065750003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0002270011
Tumor
0.2
CPT0086970003
Normal
0.2
CPT0088500001
Normal
0.2
CPT0012920003
Normal
0.2
CPT0001510001
Normal
0.2
CPT0078530001
Normal
0.2
CPT0077310003
Tumor
0.2
CPT0000890001
Normal
0.1
CPT0089460004
Tumor
0.1
CPT0020130001
Normal
0.1
CPT0012640003
Normal
0.1
CPT0000660001
Normal
0.1
CPT0021240003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0084560003
Tumor
0.1
CPT0023690003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0086830003
Normal
0.1
CPT0092790003
Tumor
0.1
CPT0075560003
Tumor
0.1
CPT0002370001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0081880003
Tumor
0.0
CPT0014160003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0012900004
Tumor
0.0
CPT0012550003
Tumor
0.0
CPT0010120001
Normal
0.0
CPT0079300001
Normal
0.0
CPT0001270001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0084590001
Normal
-0.1
CPT0078930003
Tumor
-0.1
CPT0012280003
Tumor
-0.1
CPT0079230003
Tumor
-0.1
CPT0063320003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0006630003
Tumor
-0.1
CPT0065690003
Tumor
-0.1
CPT0065810003
Tumor
-0.1
CPT0077320001
Normal
-0.2
CPT0076330003
Tumor
-0.2
CPT0089020003
Tumor
-0.2
CPT0006900003
Tumor
-0.2
CPT0092190003
Normal
-0.2
CPT0001540009
Tumor
-0.2
CPT0066480003
Tumor
-0.2
CPT0088550004
Tumor
-0.2
CPT0088760003
Tumor
-0.2
CPT0024670003
Tumor
-0.2
CPT0002350011
Tumor
-0.2
CPT0087040003
Tumor
-0.2
CPT0069000003
Tumor
-0.2
CPT0086360003
Tumor
-0.3
CPT0079380003
Tumor
-0.3
CPT0015810003
Tumor
-0.3
CPT0069160003
Tumor
-0.3
CPT0000870016
Tumor
-0.3
CPT0025050003
Tumor
-0.3
CPT0065430003
Tumor
-0.3
CPT0000780007
Tumor
-0.3
CPT0092730003
Tumor
-0.3
CPT0025880003
Tumor
-0.3
CPT0025230003
Tumor
-0.3
CPT0078830003
Tumor
-0.3
CPT0019130003
Tumor
-0.4
CPT0001260009
Tumor
-0.4
CPT0092160003
Tumor
-0.4
CPT0079480003
Tumor
-0.4
CPT0009060003
Tumor
-0.4
CPT0025580004
Tumor
-0.4
CPT0017850003
Tumor
-0.4
CPT0081990003
Tumor
-0.4
CPT0075130003
Tumor
-0.4
CPT0010160003
Tumor
-0.4
CPT0012670003
Tumor
-0.4
CPT0088900003
Tumor
-0.4
CPT0077110003
Tumor
-0.4
CPT0012080003
Tumor
-0.4
CPT0014450004
Tumor
-0.4
CPT0075720003
Tumor
-0.4
CPT0001220008
Tumor
-0.4
CPT0000640003
Tumor
-0.4
CPT0009000003
Tumor
-0.4
CPT0077490003
Tumor
-0.4
CPT0071150004
Tumor
-0.5
CPT0012180003
Tumor
-0.5
CPT0012370003
Tumor
-0.5
CPT0010110003
Tumor
-0.5
CPT0026410003
Tumor
-0.5
CPT0025110003
Tumor
-0.5
CPT0078990003
Tumor
-0.5
CPT0017410003
Tumor
-0.6
CPT0065870003
Tumor
-0.6
CPT0081600003
Tumor
-0.6
CPT0014370004
Tumor
-0.6
CPT0088480003
Tumor
-0.6
CPT0023350003
Tumor
-0.6
CPT0063630003
Tumor
-0.6
CPT0007320003
Tumor
-0.6
CPT0006440003
Tumor
-0.6
CPT0025350003
Tumor
-0.7
CPT0079410003
Tumor
-0.7
CPT0011240003
Tumor
-0.7
CPT0001180009
Tumor
-0.7
CPT0086820003
Tumor
-0.7
CPT0079270003
Tumor
-0.7
CPT0088690003
Tumor
-0.7
CPT0085670003
Tumor
-0.8
CPT0088630003
Tumor
-0.8
CPT0086950003
Tumor
-0.9
CPT0086870003
Tumor
-0.9
CPT0001340003
Tumor
-0.9
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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
