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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.
DAG1 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
50.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
121.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
117.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
115.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
92.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
91.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
90.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
88.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
85.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
81.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
80.8
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
78.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
76.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
74.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
73.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
70.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
70.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
69.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
68.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
67.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
67.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
61.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
59.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
57.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
52.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
52.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
51.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
49.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
49.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
48.2
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
47.8
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
45.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
43.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
43.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
43.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
42.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
41.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
40.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
39.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
38.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
38.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
35.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
34.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
34.7
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
33.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
33.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
31.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
31.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
27.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
26.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
26.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
26.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
24.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
24.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
23.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
22.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
22.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
20.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
19.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
18.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
16.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
16.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
16.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
12.5
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DAG1 is not prognostic 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
22.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
75.3
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
71.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
70.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
59.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
58.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
57.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
57.8
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
56.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
56.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
56.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
55.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
55.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
50.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
50.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
50.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
49.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
48.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
44.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
44.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
43.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
42.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
42.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
42.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
41.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
41.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
41.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
41.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
41.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
40.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
39.8
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
39.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
39.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
39.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
38.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
38.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
38.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
38.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
38.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
38.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
38.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
38.2
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
37.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
37.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
37.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
37.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
37.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
37.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
37.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
37.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
36.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
36.0
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
35.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
35.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
35.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
35.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
34.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
34.5
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
34.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
34.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
34.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
34.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
34.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
34.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
33.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
33.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
33.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
33.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
33.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
32.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
32.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
32.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
32.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
32.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
32.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
32.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
31.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
31.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
31.7
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
31.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
31.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
31.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
31.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
31.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
30.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
30.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
30.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
30.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
30.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
30.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
30.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
30.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
30.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
30.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
30.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
30.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
30.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
30.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
29.9
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
29.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
29.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
29.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
29.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
29.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
29.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
29.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
29.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
29.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
29.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
28.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
28.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
28.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
28.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
28.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
28.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
28.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
28.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
28.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
28.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
28.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
28.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
28.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
28.0
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
28.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
27.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
27.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
27.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
27.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
27.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
27.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
27.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
27.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
27.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
27.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
27.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
27.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
27.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
27.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
27.1
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
27.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
27.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
26.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
26.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
26.8
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
26.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
26.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
26.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
26.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
26.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
26.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
26.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
26.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
26.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
26.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
26.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
26.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
26.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
26.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
26.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
25.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
25.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
25.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
25.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
25.7
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
25.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
25.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
25.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
25.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
25.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
25.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
25.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
25.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
25.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
25.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
25.0
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
24.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
24.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
24.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
24.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
24.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
24.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
24.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
24.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
24.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
24.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
24.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
24.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
24.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
24.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
24.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
24.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
24.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
24.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
24.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
24.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
24.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
24.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
24.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
24.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
23.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
23.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
23.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
23.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
23.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
23.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
23.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
23.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
23.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
23.3
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
23.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
23.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
23.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
23.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
23.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
23.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
23.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
23.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
23.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
23.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
23.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
22.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
22.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
22.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
22.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
22.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
22.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
22.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
22.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
22.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
22.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
22.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
22.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
22.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
22.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
22.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
22.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
22.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
22.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
22.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
22.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
22.3
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
22.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
22.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
22.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
22.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
22.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
22.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
22.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
21.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
21.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
21.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
21.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
21.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
21.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
21.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
21.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
21.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
21.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
21.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
21.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
21.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
21.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
21.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
21.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
21.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
21.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
21.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
20.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
20.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
20.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
20.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
20.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
20.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
20.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
20.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
20.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
20.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
20.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
20.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
20.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
20.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
20.1
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
20.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
20.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
20.0
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
19.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
19.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
19.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
19.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
19.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
19.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
19.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
19.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
19.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
19.7
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
19.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
19.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
19.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
19.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
19.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
19.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
19.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
19.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
19.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
19.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
19.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
19.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
19.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
19.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
19.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
19.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
19.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
18.9
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
18.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
18.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
18.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
18.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
18.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
18.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
18.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
18.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
18.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
18.6
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
18.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
18.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
18.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
18.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
18.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
18.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
18.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
18.4
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
18.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
18.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
18.3
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
18.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
18.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
18.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
18.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
18.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
18.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
18.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
18.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
18.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
18.0
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
18.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
18.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
18.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
17.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
17.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
17.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
17.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
17.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
17.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
17.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
17.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
17.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
17.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
17.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
17.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
17.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
17.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
17.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
17.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
16.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
16.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
16.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
16.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
16.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
16.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
16.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
16.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
16.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
16.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
16.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
16.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
16.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
16.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
16.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
16.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
16.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
16.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
16.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
16.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
16.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
15.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
15.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
15.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
15.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
15.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
15.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
15.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
15.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
15.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
15.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
15.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
15.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
15.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
15.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
15.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
15.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
15.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
15.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
15.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
14.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
14.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
14.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
14.7
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
14.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
14.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
14.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
14.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
14.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
14.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
14.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
14.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
14.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
14.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
14.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
14.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
14.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
14.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
14.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
14.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
14.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
13.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
13.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
13.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
13.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
13.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
13.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
13.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
13.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
13.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
13.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
13.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
13.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
13.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
13.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
13.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
13.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
13.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
13.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
13.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
13.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
13.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
13.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
13.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
13.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
12.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
12.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
12.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
12.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
12.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
12.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
12.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
12.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
12.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
12.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
12.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
12.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
11.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
11.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
11.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
11.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
11.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
11.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
11.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
11.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
11.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
11.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
11.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
11.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
10.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
10.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
10.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
10.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
10.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
10.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
10.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
9.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
9.9
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
9.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
9.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
9.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
9.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
9.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
9.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
8.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
8.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
8.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
7.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
7.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.6
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
7.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
7.5
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
7.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
6.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
6.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
5.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
5.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
5.3
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
4.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
3.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DAG1 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
21.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
74.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
69.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
54.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
43.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
36.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
36.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
32.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
31.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
31.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
31.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
30.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
28.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
28.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
27.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
27.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
27.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
27.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
27.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
27.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
26.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
26.4
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
25.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
25.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
25.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
25.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
25.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
24.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
23.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
23.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
23.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
23.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
23.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
22.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
22.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
22.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
21.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
21.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
21.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
21.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
21.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
20.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
20.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
20.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
20.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
20.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
20.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
20.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
20.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
20.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
20.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
19.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
19.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
19.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
19.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
19.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
19.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
18.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
18.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
18.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
18.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
18.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
17.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
17.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
17.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
17.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
17.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
17.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
17.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
16.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
16.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
16.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
16.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
16.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
16.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.9
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
15.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
15.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
15.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
15.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
15.6
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
15.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
15.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
15.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
15.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
14.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
13.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
13.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
13.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
12.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
12.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
12.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
12.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
12.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
11.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
11.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
9.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
9.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
9.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
8.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DAG1 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
47.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
230.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
163.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
131.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
130.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
122.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
120.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
117.5
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
116.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
110.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
109.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
108.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
104.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
103.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
102.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
97.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
96.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
95.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
95.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
94.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
91.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
90.9
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
89.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
88.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
88.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
87.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
86.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
86.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
85.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
85.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
83.3
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
83.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
81.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
80.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
79.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
77.9
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
76.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
73.3
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
73.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
73.2
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
73.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
72.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
71.9
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
71.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
70.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
70.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
70.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
69.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
69.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
68.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
68.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
68.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
67.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
67.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
67.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
67.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
66.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
66.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
65.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
65.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
64.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
63.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
63.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
63.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
62.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
62.6
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
61.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
61.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
61.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
60.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
60.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
59.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
59.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
59.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
58.4
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
58.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
58.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
58.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
57.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
57.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
57.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
57.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
56.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
56.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
56.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
56.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
55.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
55.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
55.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
54.5
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
53.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
53.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
52.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
52.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
52.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
52.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
51.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
51.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
51.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
50.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
50.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
49.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
49.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
48.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
47.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
47.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
47.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
47.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
47.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
46.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
46.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
46.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
46.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
46.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
46.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
46.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
46.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
46.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
45.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
45.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
45.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
45.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
44.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
44.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
44.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
44.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
42.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
42.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
42.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
42.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
42.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
41.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
41.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
41.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
41.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
41.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
40.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
40.9
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
40.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
40.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
40.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
40.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
40.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
40.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
40.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
39.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
39.6
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
39.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
39.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
39.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
39.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
38.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
38.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
38.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
38.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
38.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
37.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
37.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
37.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
36.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
36.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
36.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
36.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
36.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
35.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
35.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
35.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
35.1
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
35.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
34.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
34.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
34.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
34.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
34.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
34.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
33.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
33.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
33.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
33.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
33.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
33.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
33.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
32.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
32.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
32.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
32.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
32.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
32.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
31.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
31.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
31.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
31.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
31.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
30.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
30.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
30.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
30.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
30.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
30.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
30.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
30.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
29.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
29.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
29.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
29.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
29.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
29.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
29.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
29.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
29.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
28.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
28.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
28.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
28.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
28.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
28.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
27.2
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
26.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
26.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
26.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
26.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
26.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
26.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
25.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
25.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
25.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
25.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
25.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
25.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
24.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
24.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
24.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
23.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
23.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
23.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
23.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
23.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
23.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
23.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
22.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
22.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
22.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
21.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
21.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
21.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
21.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
20.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
20.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
19.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
19.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
19.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
19.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
19.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
19.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
19.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
19.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
18.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
18.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
18.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
18.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
17.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
17.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
17.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
17.0
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
16.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
16.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
16.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
15.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
15.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
15.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
15.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
15.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
14.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
14.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
14.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
14.0
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
13.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
13.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
12.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
12.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
9.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
8.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.3
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0011410003
Tumor
1.3
CPT0012640003
Normal
0.8
CPT0011240003
Tumor
0.7
CPT0015910003
Tumor
0.6
CPT0024680001
Normal
0.6
CPT0010120001
Normal
0.5
CPT0001510001
Normal
0.4
CPT0079300001
Normal
0.4
CPT0020130001
Normal
0.4
CPT0069010001
Normal
0.4
CPT0075720003
Tumor
0.4
CPT0009000003
Tumor
0.4
CPT0066480003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0088900003
Tumor
0.4
CPT0079510001
Normal
0.4
CPT0009020003
Normal
0.4
CPT0010170001
Normal
0.4
CPT0077490003
Tumor
0.3
CPT0078660003
Tumor
0.3
CPT0002370001
Normal
0.3
CPT0000640003
Tumor
0.3
CPT0025920001
Normal
0.3
CPT0002270011
Tumor
0.3
CPT0084560003
Tumor
0.3
CPT0066430001
Normal
0.3
CPT0065930003
Tumor
0.3
CPT0020020001
Normal
0.3
CPT0025170003
Tumor
0.3
CPT0077140001
Normal
0.3
CPT0001550001
Normal
0.3
CPT0069190001
Normal
0.3
CPT0025580004
Tumor
0.3
CPT0078530001
Normal
0.3
CPT0019130003
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0088760003
Tumor
0.3
CPT0063320003
Tumor
0.3
CPT0065450001
Normal
0.3
CPT0000780007
Tumor
0.3
CPT0026420001
Normal
0.3
CPT0082010001
Normal
0.3
CPT0065820001
Normal
0.3
CPT0066520001
Normal
0.2
CPT0012290003
Normal
0.2
CPT0077500001
Normal
0.2
CPT0084590001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0001230001
Normal
0.2
CPT0021240003
Tumor
0.2
CPT0012770003
Normal
0.2
CPT0013790003
Normal
0.2
CPT0018250001
Normal
0.2
CPT0009080003
Normal
0.2
CPT0014470001
Normal
0.2
CPT0012080003
Tumor
0.2
CPT0012570003
Normal
0.2
CPT0025060001
Normal
0.2
CPT0017850003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0086970003
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0075170001
Normal
0.2
CPT0012920003
Normal
0.2
CPT0023710001
Normal
0.2
CPT0087040003
Tumor
0.2
CPT0010160003
Tumor
0.2
CPT0017450001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0078800003
Tumor
0.2
CPT0081620001
Normal
0.2
CPT0019160001
Normal
0.1
CPT0006630003
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0017410003
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0001190001
Normal
0.1
CPT0000790001
Normal
0.1
CPT0092290003
Tumor
0.1
CPT0089020003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0012370003
Tumor
0.1
CPT0088640003
Normal
0.1
CPT0075570001
Normal
0.1
CPT0088710001
Normal
0.1
CPT0025610001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0012900004
Tumor
0.1
CPT0000660001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0001350001
Normal
0.1
CPT0089480003
Normal
0.1
CPT0076350001
Normal
0.1
CPT0025350003
Tumor
0.1
CPT0092740003
Normal
0.1
CPT0088500001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0023360001
Normal
0.1
CPT0092790003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0006950001
Normal
0.1
CPT0092800003
Normal
0.1
CPT0086830003
Normal
0.1
CPT0078830003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0092310003
Normal
0.0
CPT0078940001
Normal
0.0
CPT0019990003
Tumor
0.0
CPT0063630003
Tumor
0.0
CPT0078670001
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0088630003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0092190003
Normal
0.0
CPT0079230003
Tumor
0.0
CPT0014130001
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0007870001
Normal
0.0
CPT0086890003
Normal
0.0
CPT0014450004
Tumor
0.0
CPT0078840001
Normal
0.0
CPT0066470004
Tumor
0.0
CPT0077310003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0006900003
Tumor
0.0
CPT0088780001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0015810003
Tumor
0.0
CPT0079430001
Normal
0.0
CPT0023690003
Tumor
0.0
CPT0025050003
Tumor
0.0
CPT0071150004
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0088920001
Normal
-0.1
CPT0086030003
Tumor
-0.1
CPT0086370003
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0092730003
Tumor
-0.1
CPT0076330003
Tumor
-0.1
CPT0001270001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0089460004
Tumor
-0.1
CPT0081990003
Tumor
-0.1
CPT0087050003
Normal
-0.1
CPT0012550003
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0025230003
Tumor
-0.1
CPT0081600003
Tumor
-0.2
CPT0000870016
Tumor
-0.2
CPT0025880003
Tumor
-0.2
CPT0079180003
Tumor
-0.2
CPT0079270003
Tumor
-0.2
CPT0025290003
Tumor
-0.2
CPT0014370004
Tumor
-0.2
CPT0065430003
Tumor
-0.2
CPT0065750003
Tumor
-0.2
CPT0010110003
Tumor
-0.2
CPT0078990003
Tumor
-0.2
CPT0065690003
Tumor
-0.2
CPT0065810003
Tumor
-0.2
CPT0009060003
Tumor
-0.2
CPT0007860003
Tumor
-0.2
CPT0064370003
Tumor
-0.3
CPT0088970003
Tumor
-0.3
CPT0001260009
Tumor
-0.3
CPT0075130003
Tumor
-0.3
CPT0012280003
Tumor
-0.3
CPT0001500009
Tumor
-0.3
CPT0088690003
Tumor
-0.3
CPT0014160003
Tumor
-0.4
CPT0001180009
Tumor
-0.4
CPT0020120003
Tumor
-0.4
CPT0086820003
Tumor
-0.5
CPT0026410003
Tumor
-0.5
CPT0077110003
Tumor
-0.5
CPT0079410003
Tumor
-0.5
CPT0078510003
Tumor
-0.5
CPT0001540009
Tumor
-0.5
CPT0081880003
Tumor
-0.5
CPT0025110003
Tumor
-0.5
CPT0086360003
Tumor
-0.5
CPT0069160003
Tumor
-0.6
CPT0086950003
Tumor
-0.6
CPT0002350011
Tumor
-0.7
CPT0088550004
Tumor
-0.8
CPT0015730003
Tumor
-0.9
CPT0023350003
Tumor
-1.0
CPT0001340003
Tumor
-1.0
CPT0012180003
Tumor
-1.1
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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.