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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.
TRAK1 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
48.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
113.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
111.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
109.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
107.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
99.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
93.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
87.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
85.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
83.6
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
79.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
77.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
73.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
72.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
70.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
67.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
63.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
61.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
61.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
59.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
59.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
57.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
55.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
54.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
54.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
53.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
51.7
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
48.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
48.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
46.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
45.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
44.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
44.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
43.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
42.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
42.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
41.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
40.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
40.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
38.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
37.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
35.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
33.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
33.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
33.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
32.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
31.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
28.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
27.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
25.8
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
25.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
23.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
22.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
22.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
21.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
21.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
21.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
18.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
17.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
17.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
16.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
15.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
14.6
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
14.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TRAK1 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
13.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
64.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
57.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
53.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
44.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
40.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
39.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
39.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
39.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
39.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
37.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
36.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
36.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
34.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
33.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
32.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
31.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
30.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
30.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
29.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
29.2
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
28.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
28.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
28.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
27.6
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
27.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
27.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
27.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
27.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
27.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
26.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
26.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
26.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
25.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
24.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
24.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
24.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
24.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
23.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
23.6
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
23.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
23.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
22.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
22.7
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
22.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
22.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
22.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
22.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
22.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
22.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
21.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
21.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
21.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
21.4
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
21.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
21.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
21.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
20.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
20.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
20.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
20.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
20.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
20.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
20.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
20.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
20.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
19.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
19.9
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
19.8
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
19.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
19.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
19.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
19.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
19.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
19.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
19.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
19.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
19.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
18.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
18.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
18.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
18.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
18.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
18.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
18.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
18.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
18.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
18.5
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
18.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
18.2
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
18.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
18.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
18.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
18.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
17.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
17.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
17.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
17.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
17.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
17.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
17.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
17.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
17.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
17.4
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
17.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
17.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
17.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
17.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
17.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
17.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
17.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
17.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
16.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
16.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
16.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
16.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
16.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
16.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
16.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
16.7
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
16.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
16.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
16.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
16.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
16.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
16.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
16.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
16.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
16.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
16.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
16.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
16.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
16.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
16.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
16.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
16.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
16.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
16.2
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
16.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
16.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
16.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
16.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
16.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
16.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
16.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
15.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
15.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
15.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
15.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
15.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
15.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
15.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
15.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
15.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
15.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
15.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
15.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
15.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
15.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.7
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
15.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
15.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
15.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
15.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
15.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
15.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
15.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
15.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
15.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
15.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
15.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
15.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
15.1
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
15.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
15.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
15.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
15.0
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
15.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
15.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
14.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
14.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
14.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
14.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
14.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
14.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
14.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
14.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
14.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
14.6
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
14.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
14.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
14.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
14.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
14.4
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
14.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
14.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
14.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
14.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
14.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
14.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
14.2
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
14.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
14.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
14.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
14.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
14.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
14.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
14.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
14.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
13.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
13.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
13.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
13.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
13.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
13.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
13.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
13.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
13.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
13.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
13.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
13.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
13.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
13.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
13.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
13.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
13.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
13.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
13.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
13.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
13.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
13.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
13.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
13.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
13.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
13.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
13.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
13.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
12.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
12.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
12.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
12.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
12.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
12.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
12.8
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
12.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
12.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
12.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
12.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
12.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
12.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
12.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
12.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
12.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
12.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
12.5
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
12.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
12.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
12.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
12.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
12.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
12.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
12.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
12.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
12.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
12.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
12.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
12.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
12.2
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
12.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
12.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
12.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
12.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
12.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
12.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
12.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
12.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
11.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
11.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
11.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
11.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
11.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
11.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
11.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
11.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
11.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
11.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
11.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
11.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
11.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
11.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
11.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
11.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
11.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
11.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
11.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
11.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
11.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
11.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
11.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
11.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
11.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
11.3
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
11.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
11.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
11.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
11.2
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
11.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
11.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
11.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
11.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
11.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
11.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
11.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
11.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
11.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
11.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
11.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
11.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
11.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
11.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
11.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
11.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
11.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
11.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
11.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
10.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
10.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
10.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
10.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
10.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
10.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
10.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
10.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
10.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
10.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
10.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
10.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
10.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
10.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
10.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
10.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
10.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
10.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
10.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
10.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
10.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
10.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
10.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
10.3
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
10.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
10.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
10.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
10.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
10.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
10.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
10.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
10.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
10.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
10.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
10.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
10.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
10.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
10.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
10.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
10.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
10.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
9.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
9.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
9.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
9.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
9.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
9.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
9.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
9.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
9.7
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
9.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
9.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
9.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
9.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
9.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
9.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
9.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
9.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
9.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
9.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
9.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
9.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
9.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
9.3
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
9.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
9.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
9.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
9.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
9.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
9.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
9.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
9.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
8.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
8.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
8.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
8.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
8.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
8.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
8.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
8.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
8.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
8.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
8.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
8.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
8.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
8.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
8.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
8.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
8.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
8.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
8.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
8.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
8.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
8.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
8.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
8.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
8.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
8.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
7.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
7.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
7.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
7.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
7.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
7.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
7.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
7.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
7.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
7.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
7.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
7.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
7.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
7.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
7.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
7.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
7.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
7.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
7.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
7.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
7.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
7.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
7.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
7.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
7.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
7.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
7.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
7.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
6.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
6.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
6.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
6.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
6.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
6.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
6.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
6.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
6.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
6.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
6.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
6.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
6.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
6.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
6.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
6.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
6.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
6.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
6.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
5.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
5.9
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
5.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
5.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
5.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
5.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
5.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
5.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
5.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
5.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
5.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
5.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
5.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
4.9
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
3.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
3.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
3.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
3.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
3.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
2.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 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.
TRAK1 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
37.8
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
33.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
27.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
25.7
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
25.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
24.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
22.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
22.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
21.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
21.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
20.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
20.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
20.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
19.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
19.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
19.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
18.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
17.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
17.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
17.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
17.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
17.6
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
17.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
17.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
17.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
17.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
17.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
17.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
17.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
17.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
17.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
17.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
16.9
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
16.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
16.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
16.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
16.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
16.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
15.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
15.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
15.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
15.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
15.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
15.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
15.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
15.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
14.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
14.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
14.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
14.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
14.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
14.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
13.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
13.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
13.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
13.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
12.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
12.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
12.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
12.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
12.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
12.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
12.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
12.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
12.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
11.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
11.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
11.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
11.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
11.1
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
11.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
11.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
10.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
10.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
10.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
10.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
10.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
9.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
9.8
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
9.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
9.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
9.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
9.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
9.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
9.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
8.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
8.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
8.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
8.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
8.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
8.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
8.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
7.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
7.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
5.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
TRAK1 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
18.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
152.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
82.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
72.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
71.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
65.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
58.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
51.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
50.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
47.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
44.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
43.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
43.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
43.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
41.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
35.8
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
35.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
34.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
34.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
34.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
33.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
33.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
32.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
32.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
31.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
31.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
31.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
31.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
31.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
31.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
30.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
30.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
30.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
30.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
30.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
30.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
29.5
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
28.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
28.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
28.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
28.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
27.9
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
27.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
27.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
27.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
26.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
25.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
25.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
25.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
24.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
23.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
23.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
23.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
23.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
23.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
23.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
22.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
22.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
22.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
22.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
22.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
22.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
22.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
22.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
22.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
22.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
22.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
22.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
21.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
21.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
21.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
21.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
21.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
21.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
21.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
21.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
21.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
21.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
21.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
21.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
21.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
20.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
20.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
20.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
20.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
20.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
20.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
20.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
19.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
19.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
19.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
19.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
19.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
19.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
19.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
19.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
19.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
19.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
19.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
18.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
18.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
18.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
18.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
18.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
17.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
17.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
17.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
17.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
17.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
17.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
17.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
17.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
17.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
17.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
17.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
17.4
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
17.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
17.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
17.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
17.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
17.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
17.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
16.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
16.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
16.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
16.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
16.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
16.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
16.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
16.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
16.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
16.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
16.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
16.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
16.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
16.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
16.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
16.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
16.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
16.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
16.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
15.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
15.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
15.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
15.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
15.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
15.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
15.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
14.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
14.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
14.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
14.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
14.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
14.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
14.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
14.5
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
14.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
14.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
14.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
14.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
14.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
14.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
14.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
14.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
14.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
14.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
14.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
14.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
13.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
13.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
13.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
13.7
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
13.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
13.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
13.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
13.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
13.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
13.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
13.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
13.1
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
12.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
12.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
12.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
12.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
12.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
12.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
12.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
12.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
12.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
12.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
12.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
12.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
12.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
12.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
12.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
12.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
12.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
12.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
11.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
11.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
11.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
11.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
11.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
11.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
11.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
11.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
11.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
11.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
11.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
11.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
11.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
11.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
10.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
10.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
10.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
10.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
10.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
10.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
10.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
10.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
10.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
10.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
10.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
10.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
10.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
10.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
10.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
10.1
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
10.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
10.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
10.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
9.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
9.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
9.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
9.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
9.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
9.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
9.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
9.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
9.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
9.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
9.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
9.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
8.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
8.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
8.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
8.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
8.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
8.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
8.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
8.7
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
8.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
8.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
8.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
8.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
8.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
7.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
7.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
7.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
7.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
7.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
7.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
6.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
6.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
6.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
6.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
6.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
5.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
5.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
2.7
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0006950001
Normal
2.1
CPT0077140001
Normal
1.7
CPT0078940001
Normal
1.7
CPT0007870001
Normal
1.4
CPT0076350001
Normal
1.3
CPT0001270001
Normal
1.3
CPT0089480003
Normal
1.2
CPT0088640003
Normal
1.2
CPT0023360001
Normal
1.1
CPT0079000001
Normal
1.0
CPT0006730001
Normal
1.0
CPT0078530001
Normal
1.0
CPT0081620001
Normal
1.0
CPT0000890001
Normal
1.0
CPT0000790001
Normal
1.0
CPT0007470001
Normal
1.0
CPT0014350001
Normal
0.9
CPT0025610001
Normal
0.9
CPT0019160001
Normal
0.9
CPT0092740003
Normal
0.8
CPT0010170001
Normal
0.8
CPT0009060003
Tumor
0.8
CPT0066430001
Normal
0.8
CPT0086970003
Normal
0.7
CPT0009080003
Normal
0.7
CPT0026410003
Tumor
0.7
CPT0089040001
Normal
0.6
CPT0092800003
Normal
0.6
CPT0088500001
Normal
0.6
CPT0069010001
Normal
0.6
CPT0001260009
Tumor
0.6
CPT0002370001
Normal
0.5
CPT0065820001
Normal
0.5
CPT0020130001
Normal
0.4
CPT0087050003
Normal
0.4
CPT0088780001
Normal
0.4
CPT0086830003
Normal
0.4
CPT0000660001
Normal
0.4
CPT0001500009
Tumor
0.4
CPT0020020001
Normal
0.3
CPT0010160003
Tumor
0.3
CPT0079230003
Tumor
0.3
CPT0092290003
Tumor
0.3
CPT0000870016
Tumor
0.3
CPT0001550001
Normal
0.3
CPT0064400001
Normal
0.3
CPT0078670001
Normal
0.3
CPT0088710001
Normal
0.3
CPT0086890003
Normal
0.2
CPT0000780007
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0063640001
Normal
0.2
CPT0088760003
Tumor
0.2
CPT0079480003
Tumor
0.2
CPT0086870003
Tumor
0.1
CPT0088970003
Tumor
0.1
CPT0014370004
Tumor
0.1
CPT0014160003
Tumor
0.1
CPT0001510001
Normal
0.1
CPT0025060001
Normal
0.0
CPT0015730003
Tumor
0.0
CPT0020120003
Tumor
0.0
CPT0014130001
Normal
0.0
CPT0006530001
Normal
0.0
CPT0075720003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0001540009
Tumor
-0.1
CPT0019130003
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0086950003
Tumor
-0.1
CPT0065450001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0071150004
Tumor
-0.1
CPT0001220008
Tumor
-0.2
CPT0079510001
Normal
-0.2
CPT0001230001
Normal
-0.2
CPT0088690003
Tumor
-0.2
CPT0078660003
Tumor
-0.2
CPT0078510003
Tumor
-0.2
CPT0065430003
Tumor
-0.3
CPT0066480003
Tumor
-0.4
CPT0081600003
Tumor
-0.4
CPT0065690003
Tumor
-0.4
CPT0075130003
Tumor
-0.4
CPT0066520001
Normal
-0.4
CPT0025170003
Tumor
-0.4
CPT0086370003
Normal
-0.4
CPT0002270011
Tumor
-0.4
CPT0025110003
Tumor
-0.4
CPT0007320003
Tumor
-0.4
CPT0065930003
Tumor
-0.4
CPT0025350003
Tumor
-0.4
CPT0011410003
Tumor
-0.5
CPT0079380003
Tumor
-0.5
CPT0025920001
Normal
-0.5
CPT0075170001
Normal
-0.5
CPT0063630003
Tumor
-0.5
CPT0069190001
Normal
-0.5
CPT0002350011
Tumor
-0.5
CPT0092790003
Tumor
-0.5
CPT0088480003
Tumor
-0.6
CPT0078990003
Tumor
-0.6
CPT0087040003
Tumor
-0.6
CPT0082010001
Normal
-0.6
CPT0026420001
Normal
-0.6
CPT0015810003
Tumor
-0.6
CPT0025050003
Tumor
-0.6
CPT0010110003
Tumor
-0.7
CPT0017410003
Tumor
-0.7
CPT0079430001
Normal
-0.7
CPT0089020003
Tumor
-0.7
CPT0006900003
Tumor
-0.7
CPT0064370003
Tumor
-0.7
CPT0069000003
Tumor
-0.7
CPT0025880003
Tumor
-0.8
CPT0086820003
Tumor
-0.8
CPT0092160003
Tumor
-0.8
CPT0012900004
Tumor
-0.8
CPT0019990003
Tumor
-0.8
CPT0012920003
Normal
-0.8
CPT0065810003
Tumor
-0.8
CPT0063330001
Normal
-0.8
CPT0025580004
Tumor
-0.9
CPT0025290003
Tumor
-0.9
CPT0025230003
Tumor
-1.0
CPT0086360003
Tumor
-1.0
CPT0010120001
Normal
-1.0
CPT0009000003
Tumor
-1.1
CPT0065870003
Tumor
-1.1
CPT0063320003
Tumor
-1.1
CPT0081990003
Tumor
-1.1
CPT0001350001
Normal
-1.1
CPT0017450001
Normal
-1.1
CPT0000640003
Tumor
-1.2
CPT0092190003
Normal
-1.2
CPT0085670003
Tumor
-1.2
CPT0081880003
Tumor
-1.2
CPT0001340003
Tumor
-1.2
CPT0006630003
Tumor
-1.3
CPT0077110003
Tumor
-1.3
CPT0015910003
Tumor
-1.3
CPT0078800003
Tumor
-1.4
CPT0077320001
Normal
-1.4
CPT0086030003
Tumor
-1.4
CPT0069160003
Tumor
-1.5
CPT0084590001
Normal
-1.5
CPT0001180009
Tumor
-1.6
CPT0021240003
Tumor
-1.6
CPT0009020003
Normal
-1.7
CPT0065750003
Tumor
-1.7
CPT0078930003
Tumor
-1.8
CPT0084560003
Tumor
-1.9
CPT0076330003
Tumor
-1.9
CPT0089460004
Tumor
-2.0
CPT0007860003
Tumor
-2.1
CPT0088630003
Tumor
-2.1
CPT0092730003
Tumor
-2.1
CPT0077310003
Tumor
-2.2
CPT0066470004
Tumor
-2.4
CPT0023350003
Tumor
-2.7
CPT0088570001
Normal
N/A
CPT0011240003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0012570003
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0078840001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0079270003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0077490003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0014450004
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0079300001
Normal
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0023690003
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
