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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.
ARL4C is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
5.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
81.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
73.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
13.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
12.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
10.6
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
10.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
7.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
7.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
6.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
5.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
5.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
4.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
4.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
4.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
4.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
3.8
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
3.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
3.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
3.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
3.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
3.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
3.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
2.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
2.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
2.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
2.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
2.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
2.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
2.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
2.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
1.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
1.9
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
1.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
1.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
1.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
1.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
1.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
1.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
1.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
1.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
1.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1.1
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
0.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
0.9
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
0.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
0.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
0.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
0.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
0.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
0.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
0.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
0.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
0.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ARL4C is potential prognostic, high expression is unfavorable 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
28.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
235.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
229.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
223.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
170.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
164.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
155.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
153.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
148.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
136.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
129.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
126.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
123.2
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
119.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
119.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
119.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
118.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
115.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
112.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
106.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
104.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
102.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
98.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
94.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
91.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
90.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
88.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
86.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
86.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
86.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
84.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
81.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
79.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
79.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
78.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
77.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
76.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
75.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
74.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
73.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
71.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
70.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
70.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
70.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
68.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
67.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
67.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
67.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
66.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
64.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
62.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
62.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
62.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
61.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
60.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
59.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
59.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
59.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
57.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
56.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
56.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
55.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
54.9
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
54.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
54.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
54.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
54.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
54.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
53.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
52.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
52.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
51.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
51.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
51.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
50.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
50.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
50.4
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
50.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
49.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
49.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
49.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
49.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
47.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
47.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
47.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
47.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
46.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
45.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
45.5
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
45.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
45.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
44.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
44.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
43.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
43.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
43.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
43.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
43.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
42.4
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
42.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
42.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
41.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
41.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
41.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
41.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
40.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
40.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
40.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
40.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
38.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
38.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
38.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
38.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
37.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
37.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
37.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
37.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
37.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
36.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
36.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
36.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
36.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
36.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
36.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
36.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
35.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
35.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
35.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
35.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
35.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
35.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
35.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
34.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
34.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
34.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
34.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
33.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
33.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
33.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
33.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
32.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
32.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
32.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
32.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
31.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
31.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
31.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
31.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
31.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
31.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
30.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
30.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
29.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
29.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
29.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
29.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
29.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
28.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
28.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
28.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
28.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
28.6
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
28.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
28.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
28.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
28.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
28.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
28.0
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
28.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
28.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
27.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
27.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
27.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
27.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
27.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
27.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
27.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
27.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
26.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
26.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
26.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
26.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
26.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
26.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
25.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
25.6
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
25.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
25.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
25.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
24.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
24.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
24.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
24.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
24.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
24.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
24.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
24.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
24.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
23.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
23.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
23.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
23.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
23.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
23.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
23.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
23.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
23.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
23.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
23.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
23.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
23.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
22.9
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
22.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
22.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
22.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
22.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
22.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
22.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
22.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
22.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
22.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
22.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
22.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
21.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
21.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
21.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
21.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
21.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
21.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
21.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
21.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
21.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
21.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
21.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
21.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
21.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
21.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
21.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
20.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
20.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
20.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
20.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
20.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
20.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
20.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
20.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
20.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
20.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
20.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
19.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
19.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
19.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
19.4
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
19.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
19.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
19.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
19.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
19.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
19.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
19.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
19.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
19.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
18.9
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
18.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
18.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
18.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
18.7
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
18.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
18.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
18.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
18.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
18.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
18.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
18.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
18.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
18.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
17.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
17.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
17.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
17.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
17.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
17.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
17.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
17.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
17.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
17.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
17.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
16.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
16.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
16.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
16.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
16.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
16.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
16.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
16.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
16.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
16.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
16.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
16.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
16.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
16.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
16.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
16.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
16.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
16.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
16.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
16.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
15.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
15.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
15.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
15.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
15.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
15.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
15.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
15.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
15.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
15.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
15.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
15.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
15.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
15.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
15.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
15.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
14.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
14.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
14.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
14.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
14.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
14.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
14.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
14.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
14.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
14.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
14.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
13.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
13.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
13.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
13.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
13.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
13.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
13.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
13.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
13.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
13.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
13.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
13.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
13.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
13.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
13.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
13.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
13.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
13.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
13.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
13.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
12.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
12.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
12.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
12.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
12.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
12.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
12.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
12.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
12.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
12.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
12.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
12.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
12.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
12.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
12.2
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
12.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
12.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
12.1
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
12.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
11.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
11.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
11.8
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
11.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
11.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
11.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
11.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
11.6
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
11.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
11.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
11.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
11.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
11.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
11.1
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
11.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
11.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
11.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
11.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
10.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
10.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
10.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
10.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
10.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
10.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
10.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
10.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
10.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
10.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
9.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
9.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
9.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
9.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
9.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
9.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
9.4
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
9.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
9.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
9.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
9.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
9.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
9.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
9.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
9.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
9.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
8.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
8.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
8.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
8.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
8.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
8.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
8.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
8.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
8.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
8.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
8.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
8.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
8.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
8.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
8.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
8.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
8.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
8.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
8.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
8.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
8.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
8.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
7.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
7.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
7.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
7.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
7.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
7.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
7.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
7.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
7.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
7.5
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
7.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
7.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
7.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
7.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
7.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
7.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
7.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
7.1
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
7.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
6.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
6.8
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.8
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
6.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
6.7
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
6.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
6.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
6.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
6.4
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
6.3
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
6.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
6.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
6.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
6.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
6.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
6.0
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
5.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
5.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
5.7
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
5.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
5.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
5.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
5.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
5.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
5.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
5.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
4.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
4.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
4.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
4.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
4.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
4.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
4.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
3.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
3.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
3.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
3.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
3.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
3.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
2.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
2.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
2.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
2.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
2.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
2.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
1.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
1.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
1.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
0.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
0.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
0.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
0.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
ARL4C 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
46.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
574.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
193.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
174.1
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
150.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
140.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
139.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
107.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
94.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
93.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
93.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
83.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
81.9
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
79.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
78.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
76.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
75.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
75.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
75.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
71.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
67.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
66.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
65.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
63.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
57.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
55.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
54.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
53.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
52.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
50.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
48.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
46.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
44.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
43.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
43.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
42.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
40.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
40.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
39.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
38.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
37.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
34.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
34.5
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
34.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
34.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
33.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
32.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
32.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
31.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
30.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
29.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
28.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
28.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
28.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
27.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
27.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
26.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
26.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
26.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
25.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
25.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
24.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
24.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
24.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
24.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
23.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
22.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
21.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
21.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
21.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
20.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
19.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
18.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
16.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
16.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
16.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
14.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
14.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
14.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
14.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
13.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
13.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
13.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
11.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
11.5
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
11.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
11.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
9.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
8.7
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
8.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
8.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
8.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
8.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
7.8
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
7.8
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
7.2
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
6.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
4.8
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
4.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
3.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 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.
ARL4C is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
39.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
497.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
293.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
292.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
228.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
222.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
219.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
201.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
174.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
173.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
172.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
172.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
165.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
164.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
160.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
158.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
157.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
139.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
127.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
124.5
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
123.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
121.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
107.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
98.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
98.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
96.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
94.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
94.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
93.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
89.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
87.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
87.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
86.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
85.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
85.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
82.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
80.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
80.3
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
80.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
79.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
79.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
75.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
74.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
72.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
69.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
69.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
68.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
67.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
67.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
66.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
64.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
61.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
61.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
60.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
60.5
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
60.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
60.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
58.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
56.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
56.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
54.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
54.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
53.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
52.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
52.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
52.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
50.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
48.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
48.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
47.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
47.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
46.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
46.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
45.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
45.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
45.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
44.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
43.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
43.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
42.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
42.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
39.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
39.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
38.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
38.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
38.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
37.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
37.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
37.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
37.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
36.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
36.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
35.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
34.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
34.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
34.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
33.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
33.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
32.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
32.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
32.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
32.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
31.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
30.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
30.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
30.3
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
29.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
29.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
29.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
29.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
28.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
28.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
28.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
27.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
27.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
27.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
27.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
26.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
26.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
26.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
26.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
25.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
25.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
25.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
25.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
24.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
24.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
23.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
23.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
23.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
22.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
22.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
22.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
22.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
22.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
21.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
21.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
21.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
20.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
20.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
20.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
20.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
19.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
19.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
19.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
19.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
19.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
18.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
18.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
18.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
18.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
18.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
18.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
18.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
18.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
17.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
17.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
17.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
17.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
16.9
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
16.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
15.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
15.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
15.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
15.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
15.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
14.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
14.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
14.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
14.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
14.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
14.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
14.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
14.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
14.1
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.6
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
13.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
13.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
13.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
13.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
13.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
13.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
13.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
12.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
12.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
12.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
12.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
12.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
12.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
12.1
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
11.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
11.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
11.5
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
11.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
11.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
11.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
10.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
10.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
10.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
10.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
10.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
10.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
10.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
10.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
9.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
9.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
9.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
9.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
9.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
9.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
9.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
9.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
9.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
9.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
8.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
8.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
8.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
8.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
8.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
7.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
7.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
7.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
7.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
7.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
7.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
7.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
7.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
7.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
7.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
6.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
6.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
6.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
6.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
6.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
6.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
6.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
5.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
5.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
5.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
5.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
5.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
5.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
5.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
4.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
4.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
4.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
4.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
4.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
4.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
4.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
4.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
3.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
3.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
3.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
3.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
3.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
3.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
3.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
3.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
3.3
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
2.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
2.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
2.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
2.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
2.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
2.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
2.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
2.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
2.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
2.2
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
2.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
2.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
2.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
1.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
1.6
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
1.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
1.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
1.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
0.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.8
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001340003
Tumor
3.0
CPT0017850003
Tumor
2.2
CPT0063630003
Tumor
1.6
CPT0012180003
Tumor
1.0
CPT0079410003
Tumor
1.0
CPT0023350003
Tumor
0.8
CPT0077320001
Normal
0.8
CPT0007860003
Tumor
0.7
CPT0076330003
Tumor
0.6
CPT0081600003
Tumor
0.6
CPT0075130003
Tumor
0.6
CPT0020120003
Tumor
0.6
CPT0064370003
Tumor
0.6
CPT0088760003
Tumor
0.5
CPT0088630003
Tumor
0.4
CPT0092190003
Normal
0.3
CPT0002350011
Tumor
0.3
CPT0078930003
Tumor
0.2
CPT0089460004
Tumor
0.0
CPT0001260009
Tumor
0.0
CPT0012670003
Tumor
-0.1
CPT0010160003
Tumor
-0.1
CPT0012080003
Tumor
-0.1
CPT0076350001
Normal
-0.1
CPT0078660003
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0077140001
Normal
-0.2
CPT0006950001
Normal
-0.3
CPT0077110003
Tumor
-0.3
CPT0018250001
Normal
-0.3
CPT0000640003
Tumor
-0.3
CPT0010170001
Normal
-0.4
CPT0092160003
Tumor
-0.4
CPT0010110003
Tumor
-0.4
CPT0088780001
Normal
-0.4
CPT0001270001
Normal
-0.4
CPT0025610001
Normal
-0.4
CPT0086970003
Normal
-0.4
CPT0002370001
Normal
-0.4
CPT0081620001
Normal
-0.4
CPT0092790003
Tumor
-0.5
CPT0010120001
Normal
-0.5
CPT0012280003
Tumor
-0.5
CPT0000660001
Normal
-0.5
CPT0012090003
Normal
-0.5
CPT0020130001
Normal
-0.5
CPT0065820001
Normal
-0.5
CPT0087040003
Tumor
-0.5
CPT0007870001
Normal
-0.6
CPT0078670001
Normal
-0.6
CPT0088690003
Tumor
-0.6
CPT0025580004
Tumor
-0.6
CPT0086360003
Tumor
-0.6
CPT0012290003
Normal
-0.7
CPT0075170001
Normal
-0.7
CPT0006900003
Tumor
-0.7
CPT0001350001
Normal
-0.8
CPT0088710001
Normal
-0.8
CPT0064400001
Normal
-0.8
CPT0089480003
Normal
-0.9
CPT0012640003
Normal
-0.9
CPT0078940001
Normal
-0.9
CPT0065810003
Tumor
-0.9
CPT0088640003
Normal
-0.9
CPT0001510001
Normal
-1.0
CPT0086950003
Tumor
-1.0
CPT0086370003
Normal
-1.1
CPT0063640001
Normal
-1.1
CPT0001500009
Tumor
-1.3
CPT0087050003
Normal
-1.4
CPT0092800003
Normal
-1.4
CPT0023360001
Normal
-1.5
CPT0002270011
Tumor
-1.5
CPT0079430001
Normal
-1.9
CPT0026410003
Tumor
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0063330001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0078840001
Normal
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0069160003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0069000003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0017410003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0015910003
Tumor
N/A
CPT0007470001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0017450001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0086870003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0086820003
Tumor
N/A
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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
