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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
UBL3 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
59.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
197.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
164.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
155.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
151.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
142.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
127.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
122.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
116.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
106.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
103.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
96.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
92.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
91.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
90.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
88.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
82.2
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
73.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
69.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
65.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
62.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
62.6
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
55.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
54.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
53.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
53.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
53.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
53.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
52.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
52.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
51.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
50.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
48.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
47.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
47.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
46.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
45.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
45.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
45.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
45.1
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
43.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
42.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
40.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
38.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
36.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
35.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
30.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
30.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
29.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
26.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
26.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
26.0
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
25.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
24.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
24.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
24.0
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
23.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
22.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
20.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
20.6
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
18.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
18.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
14.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
13.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
UBL3 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
20.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
160.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
154.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
127.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
124.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
100.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
98.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
87.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
86.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
80.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
76.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
72.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
58.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
58.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
57.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
55.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
55.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
53.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
51.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
50.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
47.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
46.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
44.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
43.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
43.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
42.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
41.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
40.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
39.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
39.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
39.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
38.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
38.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
37.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
37.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
35.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
35.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
35.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
34.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
34.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
33.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
33.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
33.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
33.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
33.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
33.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
32.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
31.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
31.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
31.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
30.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
30.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
30.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
30.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
30.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
30.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
29.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
29.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
29.5
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
29.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
29.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
29.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
28.8
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
28.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
28.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
28.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
28.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
28.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
28.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
28.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
28.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
28.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
28.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
28.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
27.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
27.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
27.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
27.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
27.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
27.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
27.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
27.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
27.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
27.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
27.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
27.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
26.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
26.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
26.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
26.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
26.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
26.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
26.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
26.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
26.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
26.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
26.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
26.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
26.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
26.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
25.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
25.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
25.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
25.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
25.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
25.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
25.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
25.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
25.0
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
24.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
24.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
24.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
24.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
24.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
24.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
24.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
24.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
24.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
24.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
24.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
24.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
24.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
24.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
23.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
23.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
23.7
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
23.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
23.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
23.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
23.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
23.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
23.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
23.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
23.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
23.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
23.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
23.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
23.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
23.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
23.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
22.9
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
22.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
22.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
22.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
22.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
22.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
22.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
22.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
22.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
22.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
22.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
22.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
22.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
22.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
22.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
22.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
22.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
22.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
22.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
22.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
21.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
21.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
21.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
21.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
21.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
21.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
21.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
21.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
21.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
21.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
21.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
21.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
21.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
21.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
21.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
21.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
20.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
20.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
20.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
20.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
20.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
20.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
20.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
20.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
20.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
20.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
20.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
20.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
20.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
20.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
20.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
20.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
20.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
20.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
20.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
20.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
19.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
19.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
19.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
19.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
19.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
19.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
19.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
19.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
19.7
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
19.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
19.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
19.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
19.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
19.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
19.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
19.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
19.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
19.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
19.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
19.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
19.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
19.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
19.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
19.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
19.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
19.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
19.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
18.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
18.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
18.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.7
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
18.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
18.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
18.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
18.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
18.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
18.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
18.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
18.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
18.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
18.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
18.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
18.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
18.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
18.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
18.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
18.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
18.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
18.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
18.2
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
18.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
18.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
18.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
18.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
18.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
18.0
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
18.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
17.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
17.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
17.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
17.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
17.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
17.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
17.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
17.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
17.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
17.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
17.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
17.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
17.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
17.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
17.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
17.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
17.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
17.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
17.3
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
17.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
17.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
17.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
17.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
17.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
17.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
17.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
17.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
17.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
17.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
17.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
17.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
17.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
17.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
16.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
16.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
16.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
16.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
16.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
16.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
16.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
16.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
16.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
16.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
16.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
16.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
16.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
16.4
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
16.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
16.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
16.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
16.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
16.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
16.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
16.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
16.1
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
16.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
15.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
15.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
15.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
15.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
15.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
15.5
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
15.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
15.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
15.4
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
15.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
15.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
15.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
15.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
15.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
15.2
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
15.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
15.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
15.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
15.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
15.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
15.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
14.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
14.9
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
14.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
14.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
14.7
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
14.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
14.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
14.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
14.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
14.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
14.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
14.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
14.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
14.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
14.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
14.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
14.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
14.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
13.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
13.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
13.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
13.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
13.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
13.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
13.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
13.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
13.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
13.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
13.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
13.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
13.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
13.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
13.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
13.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
13.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
13.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
12.9
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
12.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
12.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
12.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
12.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
12.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
12.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
12.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
12.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
12.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
12.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
12.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
12.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
12.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
12.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
12.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
12.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
12.3
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
12.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
12.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
12.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
12.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
12.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
12.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
11.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
11.9
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
11.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
11.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
11.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
11.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
11.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
11.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
11.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
11.5
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
11.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
11.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
11.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
11.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
11.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
11.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
11.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
11.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
11.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
11.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
11.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
11.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
11.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
10.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
10.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
10.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
10.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
10.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
10.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
10.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
10.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
10.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
10.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
10.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
9.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
9.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
9.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
9.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
9.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
9.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
9.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
9.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
9.5
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
9.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
9.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
9.2
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
9.2
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
9.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
9.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
9.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
9.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
9.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
9.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
8.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
8.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
8.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
8.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
8.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
8.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
8.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
8.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
8.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
8.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
7.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
7.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
7.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
7.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
7.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
7.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
7.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
7.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
7.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
7.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
7.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
7.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
7.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
7.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
7.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
7.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
6.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
6.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
6.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
6.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
6.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
6.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
6.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
5.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
5.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
5.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
5.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
5.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
5.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
5.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
5.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
4.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
4.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
4.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
4.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
4.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
4.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
3.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
3.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
3.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
3.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 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.
UBL3 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
26.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
163.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
73.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
59.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
56.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
44.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
42.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
41.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
39.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
39.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
38.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
38.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
37.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
36.6
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
35.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
35.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
34.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
34.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
33.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
33.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
32.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
31.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
30.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
30.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
30.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
29.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
29.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
29.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
29.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
29.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
28.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
28.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
28.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
28.6
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
28.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
28.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
28.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
28.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
27.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
27.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
27.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
26.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
26.8
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
26.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
25.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
25.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
25.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
25.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
25.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
24.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
24.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
24.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
24.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
23.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
23.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
23.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
22.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
22.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
21.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
21.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
21.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
21.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
20.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
20.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
20.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
20.0
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
19.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
19.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
19.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
19.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
19.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
18.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
18.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
18.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
18.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
17.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
16.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
16.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
16.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
16.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
15.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
15.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
15.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
15.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
15.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
15.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
14.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
14.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
14.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
13.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
12.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
11.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
11.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
11.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
10.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
9.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
8.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
6.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
UBL3 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
126.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
79.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
53.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
53.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
49.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
43.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
41.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
40.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
35.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
33.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
33.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
33.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
32.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
31.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
31.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
30.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
29.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
29.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
29.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
28.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
28.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
27.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
27.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
26.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
26.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
26.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
25.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
25.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
25.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
24.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
23.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
23.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
23.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
23.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
23.3
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
23.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
22.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
22.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
22.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
22.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
21.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
21.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
21.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
21.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
21.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
21.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
21.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
20.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
20.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
20.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
20.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
19.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
19.5
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
19.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
19.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
19.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
19.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
19.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
19.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
18.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
18.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
18.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
18.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
18.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
18.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
18.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
18.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
18.1
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
18.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
17.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
17.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
17.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
17.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
17.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
17.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
17.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
17.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
17.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
17.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
17.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
17.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
16.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
16.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
16.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
16.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
16.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
16.5
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
16.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
16.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
16.3
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
16.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
16.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
16.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
16.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
15.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
15.3
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
15.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
15.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
15.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
15.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
14.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
14.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
14.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
14.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
14.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
14.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
14.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
14.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
14.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
14.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
14.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
14.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
14.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
13.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
13.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
13.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
13.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
13.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
13.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
13.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
13.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
13.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
13.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
13.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
13.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
13.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
13.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
13.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
13.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
13.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
13.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
13.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
13.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
13.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
13.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
13.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
13.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
13.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
13.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
12.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
12.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
12.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
12.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
12.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
12.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.6
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
12.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
12.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
12.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
12.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
12.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
12.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
12.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
12.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
12.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
12.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
11.9
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
11.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
11.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
11.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
11.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
11.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
11.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
11.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
11.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
11.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
11.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
11.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
10.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
10.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
10.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
10.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
10.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
10.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
10.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
10.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
10.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
10.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
10.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
10.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
10.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
10.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
10.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
9.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
9.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
9.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
9.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
9.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
9.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
9.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
9.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
9.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
9.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
9.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
9.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
9.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
9.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
9.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
9.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
9.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
8.9
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
8.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
8.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
8.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
8.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
8.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
8.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
8.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
8.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
8.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
7.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
7.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
7.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
7.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
7.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
7.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
7.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
7.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
7.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
7.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
7.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
7.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
7.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
7.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
7.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
7.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
7.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
7.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
7.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
7.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
7.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
6.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
6.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
6.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
6.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
6.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
6.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
6.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
6.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
6.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
6.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
6.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
5.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
5.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
5.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
5.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
5.5
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
5.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
5.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
5.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
5.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
5.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
4.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
4.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
4.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
4.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
4.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
4.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
4.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
4.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
3.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
3.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
3.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
3.1
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
3.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
2.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
