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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.
TMUB1 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
72.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
167.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
166.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
165.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
154.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
148.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
146.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
135.7
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
133.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
122.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
112.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
109.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
109.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
101.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
92.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
89.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
87.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
83.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
81.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
81.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
77.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
76.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
72.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
69.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
68.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
68.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
68.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
67.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
65.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
64.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
63.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
61.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
60.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
59.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
59.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
58.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
58.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
57.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
57.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
52.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
52.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
51.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
51.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
51.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
50.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
49.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
48.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
48.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
47.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
47.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
46.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
45.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
43.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
43.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
40.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
40.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
38.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
38.2
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
35.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
33.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
31.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
29.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
27.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
27.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 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.
TMUB1 is potential prognostic, high expression is unfavorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
35.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
227.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
120.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
92.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
85.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
76.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
73.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
72.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
70.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
69.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
67.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
67.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
67.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
65.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
65.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
63.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
62.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
61.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
61.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
60.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
60.0
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
59.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
58.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
57.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
57.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
56.4
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
56.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
55.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
55.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
54.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
54.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
54.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
53.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
53.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
53.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
52.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
52.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
51.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
51.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
51.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
51.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
50.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
49.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
49.4
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
49.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
49.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
48.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
48.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
48.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
48.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
48.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
48.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
48.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
47.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
47.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
47.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
47.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
47.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
47.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
47.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
47.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
47.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
47.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
47.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
46.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
46.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
46.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
46.5
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
46.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
46.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
46.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
46.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
46.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
46.1
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
46.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
45.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
45.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
45.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
45.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
45.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
45.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
45.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
45.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
45.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
44.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
44.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
44.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
44.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
44.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
44.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
44.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
44.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
44.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
43.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
43.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
43.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
43.6
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
43.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
43.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
43.3
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
43.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
42.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
42.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
42.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
42.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
42.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
42.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
42.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
42.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
42.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
42.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
42.3
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
42.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
42.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
41.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
41.9
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
41.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
41.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
41.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
41.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
41.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
41.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
41.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
41.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
41.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
41.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
41.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
41.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
41.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
41.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
40.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
40.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
40.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
40.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
40.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
40.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
40.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
40.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
40.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
40.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
40.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
40.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
40.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
40.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
40.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
40.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
40.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
40.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
40.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
40.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
39.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
39.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
39.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
39.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
39.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
39.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
39.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
39.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
39.1
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
39.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
38.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
38.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
38.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
38.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
38.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
38.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
38.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
38.6
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
38.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
38.3
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
38.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
38.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
38.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
38.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
38.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
38.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
38.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
37.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
37.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
37.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
37.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
37.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
37.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
37.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
37.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
37.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
37.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
37.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
37.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
37.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
37.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
37.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
36.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
36.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
36.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
36.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
36.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
36.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
36.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
36.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
36.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
36.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
36.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
36.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
36.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
36.0
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
35.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
35.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
35.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
35.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
35.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
35.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
35.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
35.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
35.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
35.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
35.4
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
35.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
35.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
35.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
35.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
35.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
35.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
35.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
34.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
34.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
34.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
34.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
34.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
34.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
34.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
34.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
34.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
34.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
34.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
34.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
34.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
34.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
34.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
34.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
34.2
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
34.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
34.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
34.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
34.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
34.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
34.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
34.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
33.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
33.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
33.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
33.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
33.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
33.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
33.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
33.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
33.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
33.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
33.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
32.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
32.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
32.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
32.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
32.6
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
32.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
32.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
32.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
32.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
32.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
32.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
32.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
32.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
32.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
32.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
32.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
32.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
32.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
32.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
32.2
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
32.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
32.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
32.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
32.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
32.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
32.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
31.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
31.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
31.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
31.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
31.7
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
31.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
31.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
31.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
31.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
31.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
31.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
31.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
31.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
31.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
31.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
31.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
31.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
31.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
31.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
31.0
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
31.0
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
30.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
30.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
30.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
30.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
30.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
30.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
30.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
30.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
30.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
30.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
30.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
30.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
30.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
30.2
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
30.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
30.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
30.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
30.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
30.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
30.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
30.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
30.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
30.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
29.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
29.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
29.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
29.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
29.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
29.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
29.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
29.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
29.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
29.4
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
29.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
29.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
29.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
29.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
29.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
29.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
29.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
29.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
29.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
29.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
29.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
29.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
29.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
28.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
28.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
28.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
28.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
28.8
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
28.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
28.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
28.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
28.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
28.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
28.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
28.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
28.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
28.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
28.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
28.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
28.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
28.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
27.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
27.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
27.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
27.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
27.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
27.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
27.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
27.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
27.4
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
27.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
27.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
27.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
27.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
27.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
27.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
27.1
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
27.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
27.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
27.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
27.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
27.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
27.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
26.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
26.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
26.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
26.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
26.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
26.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
26.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
26.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
26.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
26.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
26.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
26.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
26.3
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
26.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
26.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
26.2
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
26.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
26.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
26.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
25.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
25.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
25.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
25.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
25.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
25.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
25.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
25.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
25.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
25.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
25.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
25.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
25.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
25.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
25.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
25.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
25.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
25.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
25.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
25.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
25.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
25.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
25.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
24.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
24.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
24.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
24.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
24.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
24.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
24.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
24.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
24.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
24.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
24.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
24.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
24.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
24.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
24.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
24.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
24.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
24.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
23.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
23.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
23.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
23.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
23.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
23.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
23.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
23.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
23.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
23.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
23.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
23.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
23.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
23.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
23.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
23.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
23.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
23.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
23.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
22.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
22.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
22.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
22.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
22.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
22.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
22.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
22.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
22.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
22.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
22.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
22.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
22.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
22.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
22.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
22.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
22.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
22.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
21.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
21.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
21.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
21.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
21.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
21.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
20.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
20.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
20.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
20.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
20.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
20.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
20.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
20.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
20.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
19.9
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
19.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
19.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
18.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
18.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
18.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
18.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
18.4
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
18.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
17.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
16.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
15.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
12.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
11.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
9.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
3.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
2.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 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.
TMUB1 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
43.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
110.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
93.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
86.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
82.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
72.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
70.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
64.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
64.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
63.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
62.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
62.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
60.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
59.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
59.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
58.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
57.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
57.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
55.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
55.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
54.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
54.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
53.6
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
53.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
53.5
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
53.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
51.1
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
51.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
50.9
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
50.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
50.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
50.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
50.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
49.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
48.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
48.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
47.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
47.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
47.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
47.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
47.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
46.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
45.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
44.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
44.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
44.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
42.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
42.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
42.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
42.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
41.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
41.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
41.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
41.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
40.5
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
40.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
39.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
39.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
39.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
39.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
38.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
37.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
37.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
36.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
36.6
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
36.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
36.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
35.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
35.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
35.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
34.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
34.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
33.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
33.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
33.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
33.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
32.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
32.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
31.9
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
31.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
31.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
31.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
31.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
31.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
31.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
31.1
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
30.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
30.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
29.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
29.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
28.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
28.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
27.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
26.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
25.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
24.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
15.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
13.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
10.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
10.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 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.
TMUB1 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
88.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
501.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
305.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
262.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
260.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
218.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
216.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
206.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
199.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
192.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
176.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
173.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
172.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
172.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
162.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
160.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
159.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
157.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
157.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
157.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
157.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
156.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
155.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
153.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
152.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
152.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
152.6
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
149.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
148.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
147.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
146.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
145.6
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
145.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
145.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
144.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
141.8
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
141.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
139.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
139.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
137.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
137.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
134.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
133.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
132.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
127.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
127.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
126.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
125.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
125.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
125.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
125.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
124.5
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
123.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
123.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
123.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
123.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
123.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
123.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
122.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
122.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
121.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
118.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
118.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
118.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
115.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
115.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
114.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
114.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
111.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
111.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
109.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
108.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
107.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
107.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
107.5
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
107.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
107.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
106.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
104.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
103.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
103.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
102.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
102.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
100.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
99.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
99.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
98.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
98.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
98.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
98.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
97.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
97.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
97.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
97.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
97.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
96.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
96.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
96.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
95.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
95.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
94.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
94.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
94.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
94.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
93.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
93.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
93.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
92.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
92.3
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
91.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
91.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
91.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
90.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
89.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
89.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
89.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
88.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
88.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
88.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
87.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
86.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
86.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
86.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
86.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
85.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
84.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
84.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
84.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
83.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
83.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
83.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
82.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
82.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
81.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
81.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
81.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
81.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
80.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
79.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
78.9
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
78.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
78.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
78.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
77.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
76.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
76.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
75.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
75.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
75.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
74.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
74.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
73.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
73.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
72.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
72.0
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
71.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
71.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
70.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
70.7
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
70.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
70.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
70.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
70.3
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
70.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
70.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
69.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
69.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
68.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
68.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
68.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
66.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
66.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
65.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
65.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
65.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
64.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
64.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
64.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
64.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
63.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
63.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
63.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
63.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
62.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
62.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
62.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
61.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
61.5
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
61.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
60.9
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
59.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
59.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
58.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
58.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
58.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
58.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
58.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
57.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
57.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
57.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
57.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
57.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
57.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
57.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
57.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
56.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
56.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
55.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
55.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
55.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
55.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
55.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
54.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
54.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
53.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
53.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
52.9
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
52.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
52.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
52.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
52.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
52.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
51.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
51.3
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
51.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
50.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
49.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
49.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
49.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
48.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
48.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
48.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
48.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
46.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
46.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
46.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
46.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
46.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
45.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
45.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
45.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
45.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
45.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
45.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
44.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
44.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
43.9
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
43.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
43.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
42.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
41.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
41.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
41.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
40.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
40.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
39.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
39.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
37.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
37.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
36.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
35.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
35.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
34.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
34.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
34.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
32.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
31.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
31.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
31.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
30.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
30.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
30.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
28.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
28.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
28.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
28.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
27.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
27.1
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
26.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
25.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
24.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
22.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
22.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0002350011
Tumor
1.4
CPT0011410003
Tumor
1.2
CPT0025110003
Tumor
1.1
CPT0023350003
Tumor
1.1
CPT0012180003
Tumor
0.9
CPT0076330003
Tumor
0.8
CPT0078800003
Tumor
0.8
CPT0079270003
Tumor
0.7
CPT0014450004
Tumor
0.7
CPT0086950003
Tumor
0.7
CPT0078660003
Tumor
0.7
CPT0079380003
Tumor
0.6
CPT0012280003
Tumor
0.5
CPT0081880003
Tumor
0.5
CPT0075130003
Tumor
0.5
CPT0088500001
Normal
0.4
CPT0019130003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0092310003
Normal
0.4
CPT0078670001
Normal
0.3
CPT0006950001
Normal
0.3
CPT0001500009
Tumor
0.3
CPT0088920001
Normal
0.3
CPT0079410003
Tumor
0.3
CPT0089020003
Tumor
0.3
CPT0002270011
Tumor
0.3
CPT0012670003
Tumor
0.3
CPT0001340003
Tumor
0.3
CPT0092740003
Normal
0.3
CPT0088640003
Normal
0.3
CPT0088710001
Normal
0.3
CPT0064370003
Tumor
0.3
CPT0006730001
Normal
0.3
CPT0023360001
Normal
0.2
CPT0001230001
Normal
0.2
CPT0078840001
Normal
0.2
CPT0015730003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0089480003
Normal
0.2
CPT0010170001
Normal
0.2
CPT0063630003
Tumor
0.2
CPT0065450001
Normal
0.2
CPT0025230003
Tumor
0.2
CPT0001350001
Normal
0.2
CPT0086830003
Normal
0.2
CPT0069190001
Normal
0.2
CPT0001260009
Tumor
0.2
CPT0088780001
Normal
0.2
CPT0077110003
Tumor
0.2
CPT0063640001
Normal
0.2
CPT0092800003
Normal
0.1
CPT0066430001
Normal
0.1
CPT0001190001
Normal
0.1
CPT0065930003
Tumor
0.1
CPT0082010001
Normal
0.1
CPT0088690003
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0000660001
Normal
0.1
CPT0020020001
Normal
0.1
CPT0084560003
Tumor
0.1
CPT0088570001
Normal
0.1
CPT0000790001
Normal
0.1
CPT0075170001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0089040001
Normal
0.1
CPT0025880003
Tumor
0.1
CPT0001510001
Normal
0.1
CPT0006900003
Tumor
0.1
CPT0081620001
Normal
0.1
CPT0025920001
Normal
0.1
CPT0066520001
Normal
0.1
CPT0079300001
Normal
0.1
CPT0086370003
Normal
0.1
CPT0064400001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0014350001
Normal
0.1
CPT0092730003
Tumor
0.1
CPT0086890003
Normal
0.1
CPT0078940001
Normal
0.1
CPT0065820001
Normal
0.1
CPT0026420001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0087040003
Tumor
0.1
CPT0087050003
Normal
0.0
CPT0007470001
Normal
0.0
CPT0010110003
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0088630003
Tumor
0.0
CPT0020120003
Tumor
0.0
CPT0086970003
Normal
0.0
CPT0000870016
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0077500001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0079430001
Normal
0.0
CPT0010120001
Normal
0.0
CPT0019160001
Normal
0.0
CPT0063330001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0078510003
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0001270001
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0000890001
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0002370001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0010160003
Tumor
-0.1
CPT0078530001
Normal
-0.1
CPT0025610001
Normal
-0.1
CPT0078990003
Tumor
-0.1
CPT0065750003
Tumor
-0.1
CPT0025050003
Tumor
-0.1
CPT0065430003
Tumor
-0.1
CPT0084590001
Normal
-0.1
CPT0088970003
Tumor
-0.1
CPT0025350003
Tumor
-0.1
CPT0025060001
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0012370003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0065690003
Tumor
-0.1
CPT0086870003
Tumor
-0.1
CPT0092190003
Normal
-0.2
CPT0014160003
Tumor
-0.2
CPT0025580004
Tumor
-0.2
CPT0081600003
Tumor
-0.2
CPT0092290003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0077320001
Normal
-0.2
CPT0001220008
Tumor
-0.2
CPT0001180009
Tumor
-0.2
CPT0078830003
Tumor
-0.2
CPT0006630003
Tumor
-0.2
CPT0012290003
Normal
-0.2
CPT0088900003
Tumor
-0.2
CPT0001550001
Normal
-0.2
CPT0075570001
Normal
-0.2
CPT0000640003
Tumor
-0.2
CPT0017850003
Tumor
-0.2
CPT0079230003
Tumor
-0.2
CPT0014370004
Tumor
-0.2
CPT0025290003
Tumor
-0.2
CPT0088550004
Tumor
-0.2
CPT0024670003
Tumor
-0.2
CPT0007320003
Tumor
-0.3
CPT0007870001
Normal
-0.3
CPT0023690003
Tumor
-0.3
CPT0012080003
Tumor
-0.3
CPT0085670003
Tumor
-0.3
CPT0012640003
Normal
-0.3
CPT0066480003
Tumor
-0.3
CPT0014470001
Normal
-0.3
CPT0001540009
Tumor
-0.3
CPT0088760003
Tumor
-0.3
CPT0065870003
Tumor
-0.3
CPT0000780007
Tumor
-0.4
CPT0076350001
Normal
-0.4
CPT0026410003
Tumor
-0.4
CPT0086820003
Tumor
-0.4
CPT0079180003
Tumor
-0.4
CPT0092790003
Tumor
-0.4
CPT0021240003
Tumor
-0.4
CPT0012770003
Normal
-0.4
CPT0086030003
Tumor
-0.4
CPT0024680001
Normal
-0.4
CPT0071150004
Tumor
-0.4
CPT0017450001
Normal
-0.4
CPT0007860003
Tumor
-0.5
CPT0075560003
Tumor
-0.5
CPT0069160003
Tumor
-0.5
CPT0018250001
Normal
-0.5
CPT0066470004
Tumor
-0.5
CPT0012550003
Tumor
-0.5
CPT0006440003
Tumor
-0.5
CPT0012570003
Normal
-0.6
CPT0019990003
Tumor
-0.6
CPT0015910003
Tumor
-0.6
CPT0009000003
Tumor
-0.6
CPT0012090003
Normal
-0.6
CPT0011240003
Tumor
-0.6
CPT0063320003
Tumor
-0.6
CPT0081990003
Tumor
-0.7
CPT0077310003
Tumor
-0.7
CPT0077490003
Tumor
-0.8
CPT0009020003
Normal
-0.8
CPT0012920003
Normal
-1.1
CPT0009060003
Tumor
-1.1
CPT0009080003
Normal
-1.1
CPT0012900004
Tumor
-1.2
CPT0017410003
Tumor
-1.7
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
