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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.
UBE2Z is potential prognostic, high expression is unfavorable 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
32.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
91.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
67.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
64.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
63.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
57.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
57.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
57.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
56.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
50.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
48.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
48.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
47.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
47.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
47.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
45.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
41.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
39.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
39.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
37.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
36.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
36.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
36.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
35.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
33.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
32.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
32.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
30.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
30.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
30.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
28.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
27.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
27.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
27.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
26.8
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
26.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
26.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
25.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
25.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
25.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
25.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
25.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
24.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
23.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
23.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
23.4
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
22.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
22.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
22.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
22.2
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
21.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
20.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
19.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
19.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
19.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
18.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
18.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
17.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
15.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
13.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
13.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
11.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
11.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
10.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 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.
UBE2Z is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
53.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
161.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
133.0
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
116.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
107.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
105.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
103.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
100.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
98.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
89.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
89.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
85.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
85.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
84.5
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
82.8
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
82.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
82.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
81.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
81.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
80.3
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
80.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
79.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
79.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
79.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
79.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
79.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
78.7
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
78.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
78.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
78.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
78.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
77.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
77.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
77.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
76.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
76.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
75.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
75.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
75.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
75.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
74.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
74.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
74.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
74.3
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
74.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
73.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
73.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
73.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
73.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
73.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
73.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
72.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
72.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
72.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
72.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
72.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
72.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
72.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
72.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
71.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
71.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
71.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
70.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
70.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
70.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
70.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
70.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
70.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
70.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
70.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
70.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
70.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
69.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
69.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
69.5
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
68.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
68.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
68.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
68.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
68.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
68.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
67.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
67.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
67.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
67.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
67.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
67.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
67.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
67.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
67.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
66.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
66.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
66.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
66.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
66.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
66.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
66.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
66.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
66.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
66.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
66.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
66.2
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
66.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
66.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
66.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
65.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
65.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
65.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
65.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
65.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
65.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
65.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
64.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
64.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
64.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
64.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
64.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
64.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
64.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
64.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
64.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
64.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
64.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
63.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
63.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
63.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
63.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
63.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
63.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
63.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
63.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
63.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
63.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
63.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
63.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
63.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
63.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
62.9
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
62.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
62.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
62.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
62.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
62.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
62.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
62.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
62.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
62.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
62.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
62.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
62.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
62.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
62.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
62.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
62.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
62.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
62.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
62.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
62.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
61.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
61.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
61.7
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
61.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
61.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
61.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
61.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
61.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
61.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
61.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
60.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
60.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
60.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
60.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
60.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
60.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
60.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
60.1
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
60.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
60.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
59.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
59.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
59.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
59.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
59.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
59.8
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
59.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
59.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
59.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
59.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
59.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
59.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
59.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
59.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
59.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
58.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
58.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
58.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
58.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
58.7
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
58.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
58.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
58.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
58.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
58.3
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
58.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
58.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
58.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
58.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
57.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
57.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
57.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
57.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
57.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
57.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
57.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
57.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
57.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
57.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
57.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
57.4
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
57.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
57.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
57.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
57.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
57.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
56.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
56.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
56.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
56.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
56.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
56.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
56.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
56.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
56.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
56.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
56.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
56.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
56.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
56.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
56.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
56.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
55.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
55.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
55.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
55.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
55.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
55.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
55.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
55.2
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
55.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
55.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
55.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
55.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
55.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
55.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
55.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
54.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
54.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
54.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
54.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
54.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
54.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
54.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
54.0
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
53.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
53.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
53.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
53.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
53.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
53.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
53.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
53.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
53.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
53.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
53.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
53.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
53.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
53.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
52.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
52.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
52.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
52.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
52.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
52.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
52.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
52.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
52.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
52.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
51.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
51.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
51.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
51.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
51.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
51.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
51.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
51.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
51.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
51.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
51.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
51.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
51.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
51.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
51.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
51.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
51.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
51.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
50.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
50.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
50.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
50.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
50.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
50.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
50.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
50.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
50.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
50.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
50.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
50.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
50.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
50.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
50.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
49.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
49.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
49.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
49.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
49.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
49.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
49.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
49.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
49.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
49.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
49.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
49.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
49.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
49.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
48.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
48.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
48.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
48.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
48.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
48.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
48.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
47.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
47.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
47.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
47.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
47.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
47.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
47.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
47.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
47.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
47.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
46.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
46.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
46.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
46.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
46.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
46.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
46.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
46.2
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
46.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
45.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
45.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
45.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
45.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
45.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
45.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
45.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
45.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
45.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
45.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
45.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
44.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
44.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
44.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
44.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
44.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
44.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
44.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
44.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
44.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
44.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
44.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
44.1
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
44.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
44.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
44.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
43.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
43.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
43.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
43.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
43.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
43.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
43.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
43.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
43.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
43.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
42.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
42.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
42.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
42.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
42.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
42.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
42.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
42.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
42.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
42.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
42.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
42.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
42.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
41.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
41.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
41.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
41.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
41.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
41.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
41.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
40.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
40.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
40.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
40.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
39.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
39.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
39.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
39.0
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
38.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
38.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
38.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
38.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
38.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
38.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
38.0
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
37.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
37.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
37.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
37.4
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
37.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
36.9
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
36.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
36.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
36.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
36.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
35.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
35.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
35.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
35.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
35.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
34.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
34.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
34.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
34.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
34.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
34.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
34.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
34.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
33.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
33.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
33.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
33.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
33.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
33.2
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
32.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
32.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
32.3
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
32.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
32.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
31.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
31.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
31.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
31.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
31.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
31.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
31.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
31.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
30.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
30.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
30.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
30.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
30.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
30.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
30.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
29.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
29.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
29.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
29.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
29.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
28.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
28.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
28.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
27.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
27.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
27.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
27.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
27.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
26.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
26.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
26.1
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
25.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
25.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
24.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
23.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
23.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
23.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
22.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
22.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
22.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
22.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
21.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
20.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
19.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
18.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
18.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
18.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
18.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
17.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
16.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
16.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
16.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
16.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
13.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
13.6
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
13.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
UBE2Z 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
59.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
105.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
91.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
84.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
83.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
83.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
81.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
79.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
76.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
76.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
75.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
74.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
74.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
72.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
72.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
71.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
71.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
71.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
70.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
70.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
70.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
69.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
69.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
69.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
68.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
68.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
67.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
67.6
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
67.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
66.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
65.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
64.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
64.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
63.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
63.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
63.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
63.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
63.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
63.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
62.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
61.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
60.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
60.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
60.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
59.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
59.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
59.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
58.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
58.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
58.5
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
58.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
58.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
57.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
57.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
57.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
57.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
57.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
56.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
56.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
56.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
55.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
55.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
54.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
54.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
54.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
54.2
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
54.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
54.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
53.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
53.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
53.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
52.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
52.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
51.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
51.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
51.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
50.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
50.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
49.4
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
49.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
49.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
48.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
47.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
47.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
47.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
47.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
46.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
46.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
46.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
46.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
45.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
44.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
43.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
42.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
41.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
40.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
39.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
35.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
30.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
23.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
UBE2Z 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
66.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
201.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
192.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
181.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
163.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
157.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
143.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
139.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
137.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
133.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
131.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
128.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
127.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
125.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
125.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
125.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
122.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
118.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
117.6
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
117.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
116.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
116.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
111.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
107.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
106.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
106.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
105.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
104.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
103.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
103.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
103.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
102.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
100.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
100.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
99.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
99.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
98.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
97.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
93.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
92.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
91.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
90.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
90.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
89.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
88.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
88.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
88.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
88.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
87.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
87.4
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
86.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
86.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
85.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
85.4
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
85.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
84.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
84.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
84.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
84.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
84.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
83.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
83.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
83.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
83.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
82.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
82.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
81.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
81.8
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
81.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
80.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
80.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
79.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
79.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
79.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
79.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
79.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
79.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
79.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
79.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
78.9
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
78.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
78.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
78.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
77.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
77.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
77.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
77.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
77.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
77.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
76.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
76.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
76.8
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
76.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
76.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
75.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
74.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
74.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
74.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
74.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
73.9
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
73.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
72.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
72.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
72.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
72.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
72.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
71.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
71.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
70.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
70.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
70.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
70.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
69.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
69.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
69.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
69.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
69.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
69.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
69.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
68.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
68.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
68.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
68.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
68.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
67.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
67.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
67.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
67.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
67.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
67.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
67.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
67.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
66.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
65.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
65.0
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
64.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
64.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
64.5
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
64.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
63.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
63.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
63.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
62.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
62.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
62.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
61.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
60.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
60.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
60.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
60.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
59.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
59.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
59.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
59.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
58.6
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
58.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
58.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
57.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
57.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
57.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
57.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
57.4
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
57.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
57.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
57.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
57.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
56.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
56.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
55.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
55.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
55.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
55.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
55.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
54.8
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
54.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
54.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
54.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
54.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
53.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
53.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
53.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
53.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
52.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
52.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
52.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
52.3
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
52.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
52.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
52.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
52.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
51.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
51.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
51.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
51.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
50.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
50.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
50.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
50.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
50.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
50.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
50.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
49.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
49.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
49.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
48.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
48.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
48.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
47.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
47.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
47.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
47.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
47.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
47.3
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
47.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
46.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
46.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
46.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
45.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
45.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
45.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
45.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
44.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
44.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
44.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
44.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
44.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
43.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
43.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
42.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
42.5
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
41.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
40.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
40.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
40.7
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
40.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
40.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
40.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
39.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
39.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
39.2
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
39.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
38.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
38.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
38.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
37.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
36.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
36.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
36.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
36.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
36.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
35.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
35.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
34.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
34.0
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
33.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
33.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
33.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
32.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
31.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
31.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
31.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
31.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
31.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
31.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
30.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
29.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
29.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
29.1
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
28.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
28.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
28.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
27.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
27.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
26.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
26.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
25.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
25.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
23.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
22.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
21.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
20.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
19.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
17.0
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0077110003
Tumor
0.8
CPT0026410003
Tumor
0.8
CPT0001340003
Tumor
0.7
CPT0021240003
Tumor
0.7
CPT0012280003
Tumor
0.7
CPT0012550003
Tumor
0.6
CPT0025050003
Tumor
0.6
CPT0009000003
Tumor
0.6
CPT0001540009
Tumor
0.6
CPT0069000003
Tumor
0.5
CPT0088690003
Tumor
0.5
CPT0088900003
Tumor
0.5
CPT0010110003
Tumor
0.5
CPT0084560003
Tumor
0.5
CPT0078990003
Tumor
0.4
CPT0076330003
Tumor
0.4
CPT0006440003
Tumor
0.4
CPT0071150004
Tumor
0.4
CPT0081880003
Tumor
0.4
CPT0079270003
Tumor
0.4
CPT0077490003
Tumor
0.4
CPT0012370003
Tumor
0.4
CPT0024670003
Tumor
0.4
CPT0001180009
Tumor
0.4
CPT0000640003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0023350003
Tumor
0.4
CPT0078800003
Tumor
0.3
CPT0012080003
Tumor
0.3
CPT0025230003
Tumor
0.3
CPT0088550004
Tumor
0.3
CPT0075130003
Tumor
0.3
CPT0086360003
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0088970003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0014450004
Tumor
0.3
CPT0079380003
Tumor
0.3
CPT0012180003
Tumor
0.3
CPT0063630003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0079480003
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0025110003
Tumor
0.2
CPT0017850003
Tumor
0.2
CPT0075560003
Tumor
0.2
CPT0001260009
Tumor
0.2
CPT0086950003
Tumor
0.2
CPT0088630003
Tumor
0.2
CPT0011410003
Tumor
0.2
CPT0079230003
Tumor
0.2
CPT0065810003
Tumor
0.2
CPT0019130003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0017410003
Tumor
0.2
CPT0014370004
Tumor
0.2
CPT0092160003
Tumor
0.2
CPT0079180003
Tumor
0.2
CPT0092190003
Normal
0.1
CPT0006900003
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0065930003
Tumor
0.1
CPT0086030003
Tumor
0.1
CPT0025350003
Tumor
0.1
CPT0025580004
Tumor
0.1
CPT0012670003
Tumor
0.1
CPT0025880003
Tumor
0.1
CPT0015910003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0088480003
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0010160003
Tumor
0.1
CPT0012900004
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0081600003
Tumor
0.1
CPT0078830003
Tumor
0.0
CPT0075720003
Tumor
0.0
CPT0086870003
Tumor
0.0
CPT0009060003
Tumor
0.0
CPT0092730003
Tumor
0.0
CPT0069190001
Normal
0.0
CPT0063320003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0065870003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0010120001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0024680001
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0077320001
Normal
0.0
CPT0001270001
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0079300001
Normal
0.0
CPT0001500009
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0065750003
Tumor
0.0
CPT0089040001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0088570001
Normal
-0.1
CPT0018250001
Normal
-0.1
CPT0063640001
Normal
-0.1
CPT0088500001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0002270011
Tumor
-0.1
CPT0002350011
Tumor
-0.1
CPT0089020003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0079510001
Normal
-0.1
CPT0077310003
Tumor
-0.1
CPT0088760003
Tumor
-0.1
CPT0009020003
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0092790003
Tumor
-0.1
CPT0000660001
Normal
-0.1
CPT0092310003
Normal
-0.1
CPT0078670001
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0025060001
Normal
-0.1
CPT0001230001
Normal
-0.1
CPT0001550001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0088780001
Normal
-0.1
CPT0088920001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0089460004
Tumor
-0.1
CPT0078940001
Normal
-0.1
CPT0086830003
Normal
-0.1
CPT0012090003
Normal
-0.1
CPT0012290003
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0001350001
Normal
-0.2
CPT0066520001
Normal
-0.2
CPT0014160003
Tumor
-0.2
CPT0020130001
Normal
-0.2
CPT0025610001
Normal
-0.2
CPT0092740003
Normal
-0.2
CPT0006530001
Normal
-0.2
CPT0014130001
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0082010001
Normal
-0.2
CPT0012570003
Normal
-0.2
CPT0007870001
Normal
-0.2
CPT0075570001
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0088640003
Normal
-0.2
CPT0086890003
Normal
-0.2
CPT0026420001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0069010001
Normal
-0.2
CPT0078660003
Tumor
-0.2
CPT0063330001
Normal
-0.2
CPT0020020001
Normal
-0.2
CPT0078530001
Normal
-0.2
CPT0023360001
Normal
-0.2
CPT0076350001
Normal
-0.2
CPT0064370003
Tumor
-0.2
CPT0001190001
Normal
-0.2
CPT0006630003
Tumor
-0.2
CPT0092290003
Tumor
-0.2
CPT0000890001
Normal
-0.2
CPT0066470004
Tumor
-0.2
CPT0007470001
Normal
-0.2
CPT0007860003
Tumor
-0.2
CPT0077500001
Normal
-0.2
CPT0092800003
Normal
-0.3
CPT0065450001
Normal
-0.3
CPT0000790001
Normal
-0.3
CPT0078840001
Normal
-0.3
CPT0089480003
Normal
-0.3
CPT0013790003
Normal
-0.3
CPT0065690003
Tumor
-0.3
CPT0010170001
Normal
-0.3
CPT0081620001
Normal
-0.3
CPT0025290003
Tumor
-0.3
CPT0079000001
Normal
-0.3
CPT0012770003
Normal
-0.3
CPT0020120003
Tumor
-0.3
CPT0006950001
Normal
-0.3
CPT0019160001
Normal
-0.3
CPT0006730001
Normal
-0.3
CPT0066430001
Normal
-0.3
CPT0086370003
Normal
-0.3
CPT0087050003
Normal
-0.3
CPT0014350001
Normal
-0.3
CPT0023710001
Normal
-0.4
CPT0025920001
Normal
-0.4
CPT0025170003
Tumor
-0.4
CPT0078510003
Tumor
-0.5
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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.