We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
USP22 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
51.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
125.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
93.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
89.2
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
82.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
78.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
76.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
75.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
75.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
71.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
71.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
70.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
65.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
65.2
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
65.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
64.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
63.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
62.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
60.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
60.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
58.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
57.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
57.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
56.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
56.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
55.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
55.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
54.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
52.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
51.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
50.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
50.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
49.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
49.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
49.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
48.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
47.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
47.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
47.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
47.2
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
45.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
44.7
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
44.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
43.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
43.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
42.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
42.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
40.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
40.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
38.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
38.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
36.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
35.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
35.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
33.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
32.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
31.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
31.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
30.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
29.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
28.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
22.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
19.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
17.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 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.
USP22 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
49.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
132.9
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
130.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
126.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
123.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
117.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
111.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
108.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
107.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
106.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
101.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
100.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
99.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
98.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
98.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
97.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
94.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
92.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
91.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
90.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
89.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
88.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
88.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
87.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
87.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
87.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
86.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
86.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
86.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
86.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
86.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
86.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
85.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
85.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
85.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
85.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
84.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
84.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
83.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
83.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
83.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
82.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
82.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
81.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
81.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
80.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
80.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
80.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
79.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
79.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
79.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
79.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
78.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
78.8
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
78.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
78.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
77.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
77.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
77.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
76.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
76.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
76.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
76.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
76.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
76.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
76.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
75.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
75.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
75.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
74.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
73.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
73.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
73.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
72.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
72.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
72.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
72.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
71.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
71.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
71.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
71.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
71.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
71.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
70.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
70.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
70.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
70.4
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
70.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
70.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
70.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
70.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
70.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
70.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
69.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
69.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
69.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
69.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
69.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
69.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
69.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
69.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
68.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
68.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
68.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
68.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
68.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
68.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
68.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
67.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
67.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
67.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
67.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
66.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
66.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
66.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
66.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
65.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
65.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
65.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
65.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
65.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
65.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
65.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
64.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
64.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
64.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
64.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
64.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
63.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
63.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
63.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
63.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
63.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
63.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
62.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
62.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
62.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
62.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
62.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
62.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
62.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
61.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
61.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
60.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
60.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
60.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
60.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
60.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
60.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
60.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
60.0
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
59.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
59.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
59.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
59.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
59.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
59.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
58.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
58.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
58.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
58.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
58.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
58.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
58.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
57.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
57.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
57.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
57.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
57.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
57.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
57.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
57.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
57.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
56.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
56.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
56.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
56.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
56.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
56.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
55.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
55.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
55.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
55.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
55.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
55.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
55.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
54.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
54.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
54.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
54.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
54.6
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
54.6
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
54.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
54.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
54.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
54.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
54.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
54.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
54.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
54.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
54.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
54.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
54.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
54.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
53.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
53.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
53.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
53.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
53.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
53.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
53.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
52.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
52.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
52.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
52.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
52.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
51.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
51.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
51.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
51.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
51.7
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
51.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
51.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
51.5
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
51.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
51.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
51.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
51.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
51.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
51.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
51.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
51.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
50.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
50.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
50.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
50.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
50.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
50.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
50.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
50.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
49.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
49.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
49.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
49.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
49.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
49.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
49.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
48.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
48.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
48.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
48.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
48.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
48.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
48.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
48.3
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
48.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
48.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
48.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
48.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
48.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
48.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
47.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
47.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
47.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
47.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
47.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
47.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
47.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
47.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
47.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
47.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
47.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
47.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
47.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
46.9
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
46.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
46.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
46.3
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
46.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
46.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
46.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
46.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
46.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
46.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
45.9
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
45.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
45.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
45.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
45.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
45.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
44.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
44.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
44.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
44.2
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
44.2
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
44.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
43.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
43.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
43.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
43.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
43.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
43.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
43.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
43.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
43.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
42.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
42.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
42.6
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
42.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
42.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
42.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
42.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
42.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
41.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
41.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
41.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
41.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
41.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
40.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
40.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
40.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
40.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
40.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
40.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
40.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
40.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
39.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
39.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
39.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
39.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
39.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
39.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
39.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
39.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
39.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
38.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
38.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
38.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
38.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
38.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
38.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
38.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
38.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
38.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
38.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
38.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
37.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
37.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
37.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
37.6
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
37.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
37.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
37.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
37.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
37.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
37.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
36.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
36.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
36.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
36.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
36.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
35.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
35.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
35.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
35.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
35.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
35.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
35.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
35.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
35.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
34.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
34.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
34.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
34.8
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
34.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
34.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
34.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
34.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
34.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
34.0
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
34.0
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
34.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
33.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
33.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
33.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
33.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
33.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
33.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
33.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
33.4
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
33.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
33.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
33.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
33.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
32.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
32.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
32.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
32.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
32.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
32.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
32.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
31.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
31.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
31.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
31.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
31.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
31.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
31.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
30.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
30.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
30.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
30.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
30.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
30.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
30.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
30.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
30.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
30.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
29.8
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
29.8
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
29.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
29.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
29.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
29.6
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
29.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
29.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
29.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
29.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
28.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
28.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
28.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
28.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
28.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
27.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
27.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
27.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
27.6
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
27.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
27.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
27.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
26.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
26.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
26.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
26.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
26.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
26.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
26.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
26.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
26.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
26.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
26.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
26.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
26.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
26.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
26.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
26.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
26.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
25.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
25.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
25.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
25.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
25.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
24.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
24.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
24.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
24.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
24.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
24.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
24.1
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
24.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
23.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
23.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
23.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
23.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
23.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
23.3
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
23.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
23.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
22.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
22.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
22.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
21.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
21.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
21.1
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
21.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
20.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
20.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
20.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
20.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
20.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
19.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
19.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
19.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
19.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
19.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
18.9
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
18.7
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
18.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
17.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
17.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
17.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
16.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
16.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
16.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
16.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
15.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
15.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
15.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
15.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
14.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
13.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
13.9
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
13.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
13.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
12.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
12.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
11.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
11.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
10.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
10.0
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.
USP22 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
53.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
107.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
98.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
98.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
91.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
90.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
89.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
84.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
81.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
81.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
79.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
79.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
76.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
76.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
76.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
75.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
75.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
74.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
74.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
71.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
70.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
70.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
70.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
70.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
69.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
68.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
67.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
67.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
67.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
67.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
67.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
65.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
64.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
60.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
60.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
59.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
58.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
57.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
56.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
56.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
56.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
56.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
55.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
55.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
55.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
54.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
54.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
52.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
52.5
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
52.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
50.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
50.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
50.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
49.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
49.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
49.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
49.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
47.2
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
47.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
47.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
46.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
46.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
46.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
45.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
45.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
43.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
43.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
42.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
41.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
41.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
41.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
41.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
41.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
39.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
39.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
39.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
39.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
38.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
37.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
37.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
36.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
36.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
35.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
34.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
33.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
31.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
31.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
30.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
29.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
28.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
27.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
27.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
23.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
23.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
22.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
22.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
20.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
20.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
19.7
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
16.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 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.
USP22 is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
81.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
277.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
209.6
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
208.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
204.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
200.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
196.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
171.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
170.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
168.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
165.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
165.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
161.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
154.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
152.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
151.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
145.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
145.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
145.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
145.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
144.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
144.5
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
144.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
143.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
137.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
137.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
135.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
135.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
133.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
132.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
132.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
130.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
125.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
124.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
124.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
124.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
121.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
119.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
116.9
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
116.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
115.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
114.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
114.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
114.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
113.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
113.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
113.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
112.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
112.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
112.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
111.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
111.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
111.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
110.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
110.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
109.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
109.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
109.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
108.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
108.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
107.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
106.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
106.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
106.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
106.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
105.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
104.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
104.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
104.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
102.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
102.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
102.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
102.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
100.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
99.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
99.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
98.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
97.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
97.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
97.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
96.8
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
96.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
95.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
95.3
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
94.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
94.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
93.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
93.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
93.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
93.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
92.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
91.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
91.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
91.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
91.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
90.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
90.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
90.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
90.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
90.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
89.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
88.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
88.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
88.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
87.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
87.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
87.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
86.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
86.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
85.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
85.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
85.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
85.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
85.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
85.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
84.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
82.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
82.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
80.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
80.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
80.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
79.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
79.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
79.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
78.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
78.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
78.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
78.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
78.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
77.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
77.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
77.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
76.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
75.6
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
75.4
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
75.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
75.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
74.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
74.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
74.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
73.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
73.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
72.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
72.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
72.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
72.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
72.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
72.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
71.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
71.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
71.4
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
71.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
71.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
71.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
70.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
70.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
70.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
70.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
69.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
69.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
69.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
68.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
68.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
68.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
68.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
67.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
67.4
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
67.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
67.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
66.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
66.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
66.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
66.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
66.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
66.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
66.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
66.2
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
66.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
65.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
65.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
65.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
65.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
64.8
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
64.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
64.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
63.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
63.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
63.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
62.5
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
62.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
62.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
62.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
62.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
61.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
61.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
60.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
60.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
59.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
59.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
59.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
59.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
59.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
58.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
58.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
58.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
57.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
56.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
56.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
56.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
56.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
56.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
55.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
55.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
55.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
55.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
54.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
53.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
53.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
53.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
53.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
53.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
52.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
52.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
52.6
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
52.5
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
52.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
50.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
49.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
49.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
48.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
48.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
48.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
47.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
47.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
47.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
47.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
47.1
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
46.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
46.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
46.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
45.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
45.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
45.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
44.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
43.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
43.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
42.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
41.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
40.9
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
40.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
40.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
38.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
38.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
38.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
37.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
37.7
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
37.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
34.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
34.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
33.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
33.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
33.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
32.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
32.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
32.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
32.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
31.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
30.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
30.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
30.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
30.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
30.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
29.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
28.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
27.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
27.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
22.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
20.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
20.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
19.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
13.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
12.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
6.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0065690003
Tumor
1.5
CPT0020120003
Tumor
1.4
CPT0015730003
Tumor
0.7
CPT0025170003
Tumor
0.6
CPT0006900003
Tumor
0.6
CPT0086030003
Tumor
0.6
CPT0077310003
Tumor
0.5
CPT0076330003
Tumor
0.5
CPT0066480003
Tumor
0.5
CPT0025920001
Normal
0.5
CPT0078510003
Tumor
0.4
CPT0081990003
Tumor
0.4
CPT0000640003
Tumor
0.4
CPT0021240003
Tumor
0.4
CPT0088970003
Tumor
0.4
CPT0065750003
Tumor
0.4
CPT0088900003
Tumor
0.4
CPT0007860003
Tumor
0.3
CPT0019130003
Tumor
0.3
CPT0025060001
Normal
0.3
CPT0079230003
Tumor
0.3
CPT0012550003
Tumor
0.3
CPT0009060003
Tumor
0.3
CPT0015910003
Tumor
0.3
CPT0079380003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0088760003
Tumor
0.3
CPT0012900004
Tumor
0.3
CPT0078800003
Tumor
0.3
CPT0015810003
Tumor
0.3
CPT0065930003
Tumor
0.3
CPT0069160003
Tumor
0.2
CPT0078990003
Tumor
0.2
CPT0086370003
Normal
0.2
CPT0077110003
Tumor
0.2
CPT0088630003
Tumor
0.2
CPT0001190001
Normal
0.2
CPT0092190003
Normal
0.2
CPT0025290003
Tumor
0.2
CPT0023690003
Tumor
0.2
CPT0075560003
Tumor
0.2
CPT0025110003
Tumor
0.2
CPT0001510001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0076350001
Normal
0.2
CPT0069190001
Normal
0.2
CPT0017850003
Tumor
0.2
CPT0085670003
Tumor
0.2
CPT0092310003
Normal
0.2
CPT0066470004
Tumor
0.1
CPT0078830003
Tumor
0.1
CPT0023360001
Normal
0.1
CPT0084590001
Normal
0.1
CPT0087050003
Normal
0.1
CPT0006730001
Normal
0.1
CPT0063630003
Tumor
0.1
CPT0088480003
Tumor
0.1
CPT0000870016
Tumor
0.1
CPT0014370004
Tumor
0.1
CPT0079510001
Normal
0.1
CPT0019160001
Normal
0.1
CPT0078930003
Tumor
0.1
CPT0064370003
Tumor
0.1
CPT0025230003
Tumor
0.1
CPT0092800003
Normal
0.1
CPT0006440003
Tumor
0.1
CPT0092740003
Normal
0.1
CPT0086970003
Normal
0.1
CPT0082010001
Normal
0.1
CPT0012640003
Normal
0.1
CPT0077490003
Tumor
0.1
CPT0010160003
Tumor
0.1
CPT0026410003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0007320003
Tumor
0.1
CPT0001260009
Tumor
0.0
CPT0002270011
Tumor
0.0
CPT0063330001
Normal
0.0
CPT0000890001
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0084560003
Tumor
0.0
CPT0065820001
Normal
0.0
CPT0014350001
Normal
0.0
CPT0001270001
Normal
0.0
CPT0086820003
Tumor
0.0
CPT0063320003
Tumor
0.0
CPT0081880003
Tumor
0.0
CPT0079000001
Normal
0.0
CPT0064400001
Normal
0.0
CPT0081620001
Normal
0.0
CPT0088690003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0078840001
Normal
0.0
CPT0025580004
Tumor
0.0
CPT0066430001
Normal
0.0
CPT0006530001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0000660001
Normal
0.0
CPT0010120001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0078670001
Normal
0.0
CPT0012370003
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0075570001
Normal
-0.1
CPT0078530001
Normal
-0.1
CPT0079480003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0079430001
Normal
-0.1
CPT0088550004
Tumor
-0.1
CPT0089020003
Tumor
-0.1
CPT0010170001
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0069000003
Tumor
-0.1
CPT0023710001
Normal
-0.1
CPT0025350003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0001350001
Normal
-0.1
CPT0063640001
Normal
-0.1
CPT0077500001
Normal
-0.1
CPT0009000003
Tumor
-0.1
CPT0006630003
Tumor
-0.1
CPT0001230001
Normal
-0.1
CPT0079300001
Normal
-0.1
CPT0026420001
Normal
-0.1
CPT0012180003
Tumor
-0.1
CPT0078940001
Normal
-0.1
CPT0088780001
Normal
-0.1
CPT0089040001
Normal
-0.1
CPT0007870001
Normal
-0.1
CPT0088710001
Normal
-0.1
CPT0086950003
Tumor
-0.1
CPT0019990003
Tumor
-0.1
CPT0066520001
Normal
-0.1
CPT0007470001
Normal
-0.2
CPT0009020003
Normal
-0.2
CPT0089480003
Normal
-0.2
CPT0079410003
Tumor
-0.2
CPT0009080003
Normal
-0.2
CPT0013790003
Normal
-0.2
CPT0014450004
Tumor
-0.2
CPT0089460004
Tumor
-0.2
CPT0012080003
Tumor
-0.2
CPT0092730003
Tumor
-0.2
CPT0086870003
Tumor
-0.2
CPT0088640003
Normal
-0.2
CPT0086890003
Normal
-0.2
CPT0012290003
Normal
-0.2
CPT0088500001
Normal
-0.2
CPT0001180009
Tumor
-0.2
CPT0002370001
Normal
-0.2
CPT0071150004
Tumor
-0.2
CPT0017410003
Tumor
-0.2
CPT0012280003
Tumor
-0.3
CPT0088920001
Normal
-0.3
CPT0000790001
Normal
-0.3
CPT0079180003
Tumor
-0.3
CPT0024680001
Normal
-0.3
CPT0001550001
Normal
-0.3
CPT0069010001
Normal
-0.3
CPT0092290003
Tumor
-0.3
CPT0078660003
Tumor
-0.3
CPT0018250001
Normal
-0.3
CPT0011410003
Tumor
-0.3
CPT0001540009
Tumor
-0.3
CPT0075170001
Normal
-0.3
CPT0001340003
Tumor
-0.3
CPT0012090003
Normal
-0.3
CPT0081600003
Tumor
-0.3
CPT0006950001
Normal
-0.3
CPT0065450001
Normal
-0.3
CPT0077320001
Normal
-0.3
CPT0010110003
Tumor
-0.3
CPT0014470001
Normal
-0.4
CPT0079270003
Tumor
-0.4
CPT0075130003
Tumor
-0.4
CPT0088570001
Normal
-0.4
CPT0001500009
Tumor
-0.4
CPT0065430003
Tumor
-0.4
CPT0024670003
Tumor
-0.4
CPT0086360003
Tumor
-0.4
CPT0002350011
Tumor
-0.4
CPT0025880003
Tumor
-0.4
CPT0012670003
Tumor
-0.4
CPT0001220008
Tumor
-0.4
CPT0012770003
Normal
-0.5
CPT0020130001
Normal
-0.5
CPT0014160003
Tumor
-0.5
CPT0023350003
Tumor
-0.5
CPT0025610001
Normal
-0.5
CPT0065810003
Tumor
-0.5
CPT0011240003
Tumor
-0.6
CPT0012570003
Normal
-0.6
CPT0025050003
Tumor
-0.7
Show allShow less
RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
