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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.
MAL2 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
51.6
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
178.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
119.7
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
115.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
103.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
103.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
99.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
99.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
93.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
86.7
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
86.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
86.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
86.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
85.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
81.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
73.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
73.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
67.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
65.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
64.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
64.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
61.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
58.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
57.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
57.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
56.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
52.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
48.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
48.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
47.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
46.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
42.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
42.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
41.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
41.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
41.0
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
40.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
39.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
38.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
38.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
36.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
36.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
36.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
34.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
33.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
33.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
33.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
32.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
31.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
31.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
28.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
28.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
26.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
24.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
23.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
22.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
15.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
15.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
13.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
12.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
10.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
8.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
2.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
2.2
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.
MAL2 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
19.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
218.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
215.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
152.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
135.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
130.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
124.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
119.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
115.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
114.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
100.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
100.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
94.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
93.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
92.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
91.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
90.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
85.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
80.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
79.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
78.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
77.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
76.3
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
75.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
74.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
74.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
69.4
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
69.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
68.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
67.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
65.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
62.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
59.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
57.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
55.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
54.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
54.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
54.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
53.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
53.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
51.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
50.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
49.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
49.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
49.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
49.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
45.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
44.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
44.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
43.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
43.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
42.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
42.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
41.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
41.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
41.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
40.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
40.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
40.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
39.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
39.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
38.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
38.8
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
38.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
37.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
37.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
36.9
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
36.7
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
36.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
36.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
35.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
35.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
35.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
35.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
35.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
34.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
34.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
34.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
34.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
33.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
33.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
32.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
32.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
31.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
30.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
30.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
30.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
29.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
29.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
29.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
29.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
29.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
29.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
29.0
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
28.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
28.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
27.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
27.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
27.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
27.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
27.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
27.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
27.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
26.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
26.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
26.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
26.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
26.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
26.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
25.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
25.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
25.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
25.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
25.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
25.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
24.9
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
24.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
24.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
24.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
24.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
24.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
24.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
24.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
24.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
23.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
23.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
23.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
23.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
23.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
23.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
23.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
23.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
23.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
23.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
23.1
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
23.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
23.1
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
22.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
22.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
22.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
22.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
22.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
22.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
22.5
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
22.4
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
22.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
21.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
21.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
21.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
21.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
21.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
21.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
20.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
20.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
20.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
20.8
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
20.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
20.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
20.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
20.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
20.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
20.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
20.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
20.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
20.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
20.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
19.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
19.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
19.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
19.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
19.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
19.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
19.3
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
19.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
19.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
18.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
18.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
18.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
18.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
18.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
18.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
18.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
18.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
18.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
18.1
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
18.1
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
17.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
17.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
17.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
17.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
17.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
17.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
17.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
17.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
17.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
17.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
17.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
17.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
17.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
17.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
16.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
16.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
16.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
16.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
16.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
16.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
16.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
16.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
16.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
16.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
16.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
15.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
15.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
15.6
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
15.4
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
15.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
15.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
15.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
15.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
15.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
15.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
15.1
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
15.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
15.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
15.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
14.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
14.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
14.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
14.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
14.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
14.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
14.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
14.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
14.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
14.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
14.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
14.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
14.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
13.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
13.8
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
13.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
13.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
13.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
13.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
13.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
13.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
13.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
13.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
13.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
13.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
13.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
13.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
12.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
12.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
12.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
12.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
12.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
12.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
12.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
12.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
12.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
12.7
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
12.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
12.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
12.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
12.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
12.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
12.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
12.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
11.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
11.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
11.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
11.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
11.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
11.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
11.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
11.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
11.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
11.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
11.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
11.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
11.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
11.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
11.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
11.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
11.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
11.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
11.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
11.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
11.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
11.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
11.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
11.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
11.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
11.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
10.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
10.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
10.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
10.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
10.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
10.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
10.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
10.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
10.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
10.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.1
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
10.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
10.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
9.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
9.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
9.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
9.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
9.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
9.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
9.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
9.5
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
9.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
9.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
9.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
9.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
9.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
9.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
9.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
8.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
8.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
8.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
8.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
8.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
8.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
8.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
8.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
8.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
8.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
8.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
8.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
8.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
8.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
8.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
8.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
8.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
8.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
8.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
8.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
8.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
8.0
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
7.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
7.7
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
7.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
7.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
7.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
7.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
7.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
7.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
7.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
7.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
7.3
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
7.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
7.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
7.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
7.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
7.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
7.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
6.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
6.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
6.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
6.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
6.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
6.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
6.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
6.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
6.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
6.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
6.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
6.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
6.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
6.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
6.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
6.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
6.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
6.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
6.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
6.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
6.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
6.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
5.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
5.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
5.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
5.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
5.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
5.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
5.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
5.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
5.5
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
5.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
5.4
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
5.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
5.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
5.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
5.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
5.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
5.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
5.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
5.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
4.8
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
4.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
4.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
4.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
4.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
4.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
4.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
4.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
4.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
4.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
4.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
4.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
4.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
4.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
3.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
3.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
3.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
3.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
3.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
3.7
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
3.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
3.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
3.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
3.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
3.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
3.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
3.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
2.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
2.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
2.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
2.6
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
2.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
2.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
2.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
2.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
2.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
2.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
2.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
2.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
2.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
2.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
1.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
1.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
1.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
1.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
1.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
1.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
1.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
1.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
1.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
1.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
1.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
1.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
1.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
1.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
1.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
1.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
1.0
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
1.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
1.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
1.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
1.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
0.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
0.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
0.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
0.8
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
0.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
0.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
0.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
0.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
0.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
0.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
0.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
0.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
0.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
0.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
0.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
0.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
0.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
0.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
0.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
0.5
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
0.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
0.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
0.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
0.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
0.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
0.3
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
0.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
0.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
0.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
0.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
0.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
0.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
0.2
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
0.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
0.1
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
0.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
0.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
0.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
0.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
0.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
0.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
0.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 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.
MAL2 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
27.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
264.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
138.9
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
132.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
124.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
123.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
114.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
76.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
76.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
67.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
64.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
63.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
61.9
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
61.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
59.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
58.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
57.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
54.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
49.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
48.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
45.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
41.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
40.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
37.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
33.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
33.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
31.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
30.4
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
28.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
28.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
27.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
27.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
25.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
24.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
23.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
22.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
22.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
22.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
21.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
20.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
19.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
19.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
19.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
19.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
15.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
15.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
15.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
15.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
14.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
13.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
13.3
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
12.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
11.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
11.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
10.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
10.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
10.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
10.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
10.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
9.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
9.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
9.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
9.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
9.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
8.8
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
8.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
8.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
8.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
8.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
8.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
7.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
7.3
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
7.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
6.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
6.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
5.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
5.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
4.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
4.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
3.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
3.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
3.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
2.9
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
2.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
2.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
2.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
1.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
1.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
0.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
0.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
0.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
0.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
0.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
0.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
0.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
0.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
0.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
0.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
0.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 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.
MAL2 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
85.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
523.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
345.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
278.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
271.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
262.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
257.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
254.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
250.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
238.0
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
232.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
228.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
224.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
213.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
209.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
204.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
199.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
197.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
196.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
194.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
192.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
191.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
186.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
183.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
183.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
180.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
175.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
175.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
174.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
166.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
166.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
165.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
164.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
164.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
164.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
160.8
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
159.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
157.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
156.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
156.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
153.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
153.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
151.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
150.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
148.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
144.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
143.7
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
142.9
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
142.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
139.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
139.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
137.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
135.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
135.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
134.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
132.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
131.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
131.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
130.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
127.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
126.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
125.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
125.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
124.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
124.0
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
123.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
122.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
121.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
120.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
118.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
117.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
117.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
116.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
115.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
115.4
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
114.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
113.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
113.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
113.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
112.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
111.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
111.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
111.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
109.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
109.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
107.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
106.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
104.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
104.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
103.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
103.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
102.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
99.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
99.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
99.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
98.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
96.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
96.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
96.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
96.1
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
96.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
94.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
94.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
94.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
93.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
93.3
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
92.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
92.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
91.9
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
91.7
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
89.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
88.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
88.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
88.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
87.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
86.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
86.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
85.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
85.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
84.4
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
84.1
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
82.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
81.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
81.3
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
80.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
80.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
80.2
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
80.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
78.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
78.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
78.5
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
78.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
77.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
76.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
75.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
73.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
73.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
73.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
73.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
71.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
71.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
71.6
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
70.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
69.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
69.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
69.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
69.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
68.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
68.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
68.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
67.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
67.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
67.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
66.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
65.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
65.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
64.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
64.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
63.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
63.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
63.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
63.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
63.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
62.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
60.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
59.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
59.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
57.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
56.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
56.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
56.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
56.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
56.2
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
56.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
56.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
56.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
55.9
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
55.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
54.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
53.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
53.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
52.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
52.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
52.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
52.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
49.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
49.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
48.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
48.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
48.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
47.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
47.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
44.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
44.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
43.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
43.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
42.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
42.3
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
41.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
41.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
40.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
39.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
39.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
39.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
39.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
38.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
38.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
38.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
37.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
36.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
36.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
36.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
35.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
35.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
35.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
34.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
34.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
34.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
34.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
33.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
32.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
32.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
32.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
31.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
31.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
30.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
30.6
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
29.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
27.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
27.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
27.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
26.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
25.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
24.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
24.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
24.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
23.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
22.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
21.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
21.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
20.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
20.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
19.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
19.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
19.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
18.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
18.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
17.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
17.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
16.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
16.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
14.4
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
14.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
13.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
13.2
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
11.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
11.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
11.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
11.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
11.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
10.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
9.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
9.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
9.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
7.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
7.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
7.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
7.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
5.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
5.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
5.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
5.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
4.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
4.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
4.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
3.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
2.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
2.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
1.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
1.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
0.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
0.3
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
