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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.
DLAT 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
30.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
77.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
75.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
60.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
59.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
58.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
53.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
52.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
52.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
49.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
48.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
46.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
45.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
45.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
41.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
39.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
39.8
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
39.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
39.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
38.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
37.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
36.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
35.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
34.8
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
33.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
33.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
33.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
33.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
32.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
32.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
31.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
31.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
30.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
30.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
29.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
29.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
28.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
25.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
25.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
24.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
23.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
23.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
22.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
21.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
21.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
20.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
20.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
20.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
18.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
17.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
16.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
15.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
15.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
13.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
12.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
11.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
11.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
9.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
8.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
7.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
6.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
5.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
3.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 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.
DLAT is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
66.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
53.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
52.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
47.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
47.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
40.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
38.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
37.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
36.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
34.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
32.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
32.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
32.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
32.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
30.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
29.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
28.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
28.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
27.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
27.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
27.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
26.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
26.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
26.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
25.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
25.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
25.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
25.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
24.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
24.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
24.0
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
24.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
23.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
23.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
23.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
23.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
23.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
23.6
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
23.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
23.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
23.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
23.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
23.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
23.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
23.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
23.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
23.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
23.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
22.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
22.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
22.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
22.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
22.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
22.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
22.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
22.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
22.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
22.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
22.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
22.0
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
21.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
21.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
21.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
21.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
21.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
21.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
21.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
21.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
21.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
21.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
21.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
21.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
21.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
21.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
21.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
21.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
21.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
21.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
21.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
20.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
20.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
20.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
20.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
20.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
20.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
20.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
20.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
20.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
20.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
20.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
20.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
20.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
20.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
20.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
20.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
20.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
20.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
20.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
20.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
20.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
20.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
19.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
19.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
19.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
19.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
19.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
19.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
19.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
19.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
19.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
19.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
19.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
19.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
19.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
19.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
19.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
19.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
19.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
19.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
18.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
18.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
18.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
18.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
18.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
18.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
18.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
18.6
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
18.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
18.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
18.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
18.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
18.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
18.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.4
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
18.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
18.3
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
18.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
18.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
18.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
18.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
18.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
18.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
18.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
18.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
18.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
18.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
18.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
18.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
18.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
18.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
17.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
17.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
17.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
17.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
17.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
17.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
17.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
17.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
17.7
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
17.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
17.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
17.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
17.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
17.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
17.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
17.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
17.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
17.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
17.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
17.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
17.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
17.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
17.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
17.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
17.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
17.1
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
17.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
17.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
17.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
17.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
16.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
16.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
16.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
16.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
16.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
16.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
16.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
16.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
16.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
16.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
16.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
16.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
16.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
16.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
16.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
16.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
16.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
16.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
16.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
16.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
16.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
16.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
16.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
16.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
16.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
16.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
16.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
16.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
16.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
16.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
16.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
16.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.0
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
15.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
15.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
15.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
15.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
15.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
15.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
15.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
15.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
15.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
15.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
15.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
15.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
15.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
15.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
15.7
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
15.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
15.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
15.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
15.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
15.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
15.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
15.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
15.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
15.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
15.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
15.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
15.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
15.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
15.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
15.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
15.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
15.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
15.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
15.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
15.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
15.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
15.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
15.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
15.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
15.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
15.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
15.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
15.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
15.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
15.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
14.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
14.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
14.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
14.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
14.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
14.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
14.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
14.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
14.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
14.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
14.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
14.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
14.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
14.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
14.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
14.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
14.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
14.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
14.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
14.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
14.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
14.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
14.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
14.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
14.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
14.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
14.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
14.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
13.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
13.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
13.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
13.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
13.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
13.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
13.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
13.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
13.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
13.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
13.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
13.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
13.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
13.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
13.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
13.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
13.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
13.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
13.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
13.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
13.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
13.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
13.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
13.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
13.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
13.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
13.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
13.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
13.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
12.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
12.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
12.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
12.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
12.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
12.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
12.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
12.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
12.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
12.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
12.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
12.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
12.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
12.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
12.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
12.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
12.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
12.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
12.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
12.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
12.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
12.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
12.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
11.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
11.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
11.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
11.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
11.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
11.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
11.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
11.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
11.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
11.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
11.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
11.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
11.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
11.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
11.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
11.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
11.4
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
11.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
11.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
11.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
11.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
11.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
11.2
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
11.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
11.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
11.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
11.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
11.1
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
11.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
11.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
11.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
11.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
10.9
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
10.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
10.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
10.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
10.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
10.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
10.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
10.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
10.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
10.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
10.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
10.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
10.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
10.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
10.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
10.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
10.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
10.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
10.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
9.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
9.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
9.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
9.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
9.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
9.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
9.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
9.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
9.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
9.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
9.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
9.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
9.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
9.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
9.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
9.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
9.4
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
9.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
9.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
9.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
9.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
9.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
9.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
8.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
8.8
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
8.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
8.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
8.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
8.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
8.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
8.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
8.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
7.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
7.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
7.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
7.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
7.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
7.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
7.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
7.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
7.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
7.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
7.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
7.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
7.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
7.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
7.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
7.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
7.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
7.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
7.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
7.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
7.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
7.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
7.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
7.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
7.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
7.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
7.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
7.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
6.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
6.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
6.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
6.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
6.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
6.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
6.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
6.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
5.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
5.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
5.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
5.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
5.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
5.4
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
5.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
5.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
5.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
5.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
5.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
4.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
4.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
4.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
4.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
4.5
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
4.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
4.2
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
4.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
4.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
4.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
4.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
4.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
3.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
3.6
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
3.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
3.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
3.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
3.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
3.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
2.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
2.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
2.4
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
2.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
2.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
2.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
2.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
2.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
2.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
1.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
1.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
1.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
0.7
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.
DLAT is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
18.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
42.6
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
28.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
27.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
27.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
26.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
26.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
25.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
25.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
25.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
25.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
25.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
24.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
24.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
23.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
23.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
23.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
23.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
22.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
22.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
22.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
22.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
21.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
21.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
21.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
21.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
21.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
21.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
21.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
21.4
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
21.3
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
21.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
20.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
20.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
20.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
20.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
20.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
20.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
20.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
20.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
20.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
20.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
20.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
20.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
19.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
19.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
19.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
19.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
19.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
19.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
18.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
18.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
18.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
18.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
18.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
18.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
17.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
17.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
17.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
17.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
17.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
16.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
16.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
16.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
16.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
16.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
16.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
15.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
15.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
15.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
15.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
15.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
14.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
14.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
14.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
14.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
14.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
14.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
13.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
13.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
13.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
13.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
13.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
13.1
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
12.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
12.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
12.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
11.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
10.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
9.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
9.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
8.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
8.6
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
8.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
8.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
7.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
7.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
6.9
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.
DLAT is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
15.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
51.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
48.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
43.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
37.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
37.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
35.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
34.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
33.6
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
31.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
31.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
31.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
30.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
30.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
30.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
29.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
29.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
29.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
29.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
28.3
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
28.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
28.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
28.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
27.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
27.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
27.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
26.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
26.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
26.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
25.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
25.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
25.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
25.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
25.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
25.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
25.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
25.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
25.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
25.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
25.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
24.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
24.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
24.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
24.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
24.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
24.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
24.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
23.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
23.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
23.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
23.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
23.7
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
23.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
23.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
23.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
23.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
23.1
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
23.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
23.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
22.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
22.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
22.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
22.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
22.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
22.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
22.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
22.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
22.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
22.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
22.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
22.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
21.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
21.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
21.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
21.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
21.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
21.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
21.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
21.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
21.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
20.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
20.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
20.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
19.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
19.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
19.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
19.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
19.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
19.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
19.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
19.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
19.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
19.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
19.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
19.1
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
19.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
18.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
18.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
18.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
18.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
18.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
18.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
18.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
17.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
17.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
17.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
17.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
17.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
17.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
17.5
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
17.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
17.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
17.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
17.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
17.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
17.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
16.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
16.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
16.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
16.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
16.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
16.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
16.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
16.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
16.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
16.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
15.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
15.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
15.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
15.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
15.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
15.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
15.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
15.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
15.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
15.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
14.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
14.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
14.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
14.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
14.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
14.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
14.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
14.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
14.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
14.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
14.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
14.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
14.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
14.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
14.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
13.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
13.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
13.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
13.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
13.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
13.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
13.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
13.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
13.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
13.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
13.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
13.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
12.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
12.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
12.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
12.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
12.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
12.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
12.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
12.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
11.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
11.8
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
11.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
11.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
11.3
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
11.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
11.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
11.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
11.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
10.9
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
10.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
10.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
10.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
10.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
10.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
10.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
10.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
9.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
9.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
9.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
9.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
9.8
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
9.5
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
9.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
9.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
9.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
9.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
8.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
8.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
8.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
8.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
8.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
8.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
8.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
8.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
8.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
8.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
8.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
8.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
8.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
8.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
8.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
8.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
8.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
7.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
7.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
7.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
7.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
7.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
7.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
7.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
7.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
7.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
7.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
7.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
6.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
6.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
6.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
6.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
6.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
6.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
5.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
5.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
5.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
5.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
4.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
4.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
4.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
4.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
4.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
3.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
3.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.7
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
3.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
3.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
2.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
2.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
2.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
2.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
2.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
2.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
2.0
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
1.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
1.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
1.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
1.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
1.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
0.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.5
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
0.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078660003
Tumor
1.6
CPT0002270011
Tumor
1.1
CPT0079180003
Tumor
0.8
CPT0001500009
Tumor
0.7
CPT0065450001
Normal
0.7
CPT0079000001
Normal
0.7
CPT0009080003
Normal
0.7
CPT0069010001
Normal
0.6
CPT0025610001
Normal
0.6
CPT0079430001
Normal
0.5
CPT0012770003
Normal
0.5
CPT0000790001
Normal
0.5
CPT0086890003
Normal
0.5
CPT0088640003
Normal
0.5
CPT0077140001
Normal
0.5
CPT0023360001
Normal
0.5
CPT0023710001
Normal
0.5
CPT0066430001
Normal
0.5
CPT0012570003
Normal
0.5
CPT0088780001
Normal
0.5
CPT0006950001
Normal
0.5
CPT0078670001
Normal
0.5
CPT0089480003
Normal
0.4
CPT0081620001
Normal
0.4
CPT0088920001
Normal
0.4
CPT0009020003
Normal
0.4
CPT0082010001
Normal
0.4
CPT0087050003
Normal
0.4
CPT0092310003
Normal
0.4
CPT0077500001
Normal
0.4
CPT0092800003
Normal
0.4
CPT0063330001
Normal
0.4
CPT0012090003
Normal
0.4
CPT0026420001
Normal
0.4
CPT0007470001
Normal
0.4
CPT0012640003
Normal
0.4
CPT0092290003
Tumor
0.4
CPT0007870001
Normal
0.4
CPT0014350001
Normal
0.4
CPT0088500001
Normal
0.4
CPT0078940001
Normal
0.4
CPT0064400001
Normal
0.4
CPT0078840001
Normal
0.4
CPT0001350001
Normal
0.4
CPT0020130001
Normal
0.3
CPT0001230001
Normal
0.3
CPT0019160001
Normal
0.3
CPT0015730003
Tumor
0.3
CPT0001510001
Normal
0.3
CPT0010170001
Normal
0.3
CPT0069000003
Tumor
0.3
CPT0012290003
Normal
0.3
CPT0089040001
Normal
0.3
CPT0025060001
Normal
0.3
CPT0088710001
Normal
0.3
CPT0088570001
Normal
0.3
CPT0020020001
Normal
0.3
CPT0025920001
Normal
0.3
CPT0076350001
Normal
0.3
CPT0069190001
Normal
0.3
CPT0014470001
Normal
0.2
CPT0086830003
Normal
0.2
CPT0086370003
Normal
0.2
CPT0018250001
Normal
0.2
CPT0078530001
Normal
0.2
CPT0009060003
Tumor
0.2
CPT0006730001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0079300001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0012920003
Normal
0.2
CPT0013790003
Normal
0.2
CPT0092740003
Normal
0.2
CPT0086970003
Normal
0.2
CPT0017450001
Normal
0.1
CPT0064370003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0078510003
Tumor
0.1
CPT0006530001
Normal
0.1
CPT0066520001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0001190001
Normal
0.1
CPT0079510001
Normal
0.1
CPT0065820001
Normal
0.0
CPT0000890001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0012900004
Tumor
0.0
CPT0000660001
Normal
0.0
CPT0089460004
Tumor
0.0
CPT0020120003
Tumor
0.0
CPT0086870003
Tumor
0.0
CPT0026410003
Tumor
0.0
CPT0088900003
Tumor
-0.1
CPT0078800003
Tumor
-0.1
CPT0001550001
Normal
-0.1
CPT0000780007
Tumor
-0.1
CPT0023690003
Tumor
-0.1
CPT0075560003
Tumor
-0.2
CPT0065750003
Tumor
-0.2
CPT0012670003
Tumor
-0.2
CPT0025050003
Tumor
-0.2
CPT0069160003
Tumor
-0.2
CPT0006440003
Tumor
-0.2
CPT0007860003
Tumor
-0.2
CPT0014450004
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0086950003
Tumor
-0.2
CPT0076330003
Tumor
-0.2
CPT0019990003
Tumor
-0.2
CPT0088970003
Tumor
-0.2
CPT0086030003
Tumor
-0.3
CPT0089020003
Tumor
-0.3
CPT0025170003
Tumor
-0.3
CPT0009000003
Tumor
-0.3
CPT0010120001
Normal
-0.3
CPT0063630003
Tumor
-0.3
CPT0078930003
Tumor
-0.3
CPT0092790003
Tumor
-0.3
CPT0011240003
Tumor
-0.3
CPT0087040003
Tumor
-0.3
CPT0025230003
Tumor
-0.4
CPT0012080003
Tumor
-0.4
CPT0079480003
Tumor
-0.4
CPT0092160003
Tumor
-0.4
CPT0088630003
Tumor
-0.4
CPT0012180003
Tumor
-0.4
CPT0006630003
Tumor
-0.4
CPT0066470004
Tumor
-0.4
CPT0023350003
Tumor
-0.4
CPT0010160003
Tumor
-0.4
CPT0001270001
Normal
-0.4
CPT0014370004
Tumor
-0.4
CPT0088690003
Tumor
-0.4
CPT0015810003
Tumor
-0.4
CPT0001260009
Tumor
-0.5
CPT0077310003
Tumor
-0.5
CPT0088550004
Tumor
-0.5
CPT0012280003
Tumor
-0.5
CPT0088760003
Tumor
-0.5
CPT0007320003
Tumor
-0.5
CPT0092190003
Normal
-0.5
CPT0014160003
Tumor
-0.5
CPT0019130003
Tumor
-0.5
CPT0000640003
Tumor
-0.5
CPT0084590001
Normal
-0.5
CPT0085670003
Tumor
-0.5
CPT0081600003
Tumor
-0.5
CPT0086820003
Tumor
-0.5
CPT0077490003
Tumor
-0.5
CPT0065690003
Tumor
-0.5
CPT0078830003
Tumor
-0.5
CPT0021240003
Tumor
-0.5
CPT0086360003
Tumor
-0.6
CPT0077320001
Normal
-0.6
CPT0012370003
Tumor
-0.6
CPT0025880003
Tumor
-0.6
CPT0065810003
Tumor
-0.6
CPT0025290003
Tumor
-0.6
CPT0063320003
Tumor
-0.6
CPT0075720003
Tumor
-0.6
CPT0012550003
Tumor
-0.6
CPT0002350011
Tumor
-0.6
CPT0000870016
Tumor
-0.6
CPT0088480003
Tumor
-0.6
CPT0092730003
Tumor
-0.6
CPT0006900003
Tumor
-0.6
CPT0077110003
Tumor
-0.6
CPT0065930003
Tumor
-0.7
CPT0079270003
Tumor
-0.7
CPT0010110003
Tumor
-0.7
CPT0079410003
Tumor
-0.7
CPT0071150004
Tumor
-0.7
CPT0015910003
Tumor
-0.7
CPT0079230003
Tumor
-0.7
CPT0001180009
Tumor
-0.8
CPT0066480003
Tumor
-0.8
CPT0017410003
Tumor
-0.8
CPT0025110003
Tumor
-0.8
CPT0081880003
Tumor
-0.8
CPT0075130003
Tumor
-0.8
CPT0001220008
Tumor
-0.8
CPT0025580004
Tumor
-0.8
CPT0011410003
Tumor
-0.9
CPT0081990003
Tumor
-0.9
CPT0025350003
Tumor
-0.9
CPT0001340003
Tumor
-0.9
CPT0078990003
Tumor
-0.9
CPT0084560003
Tumor
-0.9
CPT0017850003
Tumor
-0.9
CPT0079380003
Tumor
-1.0
CPT0065430003
Tumor
-1.0
CPT0001540009
Tumor
-1.1
CPT0065870003
Tumor
-1.2
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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
