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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.
MAGED1 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
61.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
168.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
151.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
142.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
119.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
106.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
98.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
92.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
92.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
87.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
86.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
85.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
84.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
83.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
82.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
81.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
80.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
80.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
77.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
76.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
76.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
73.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
69.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
69.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
69.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
66.8
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
65.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
64.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
64.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
59.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
56.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
55.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
55.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
54.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
54.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
52.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
51.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
49.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
48.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
48.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
47.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
47.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
46.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
45.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
44.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
44.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
44.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
43.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
43.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
39.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
38.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
37.5
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
31.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
31.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
31.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
30.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
28.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
28.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
28.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
27.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
24.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
22.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
22.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
11.1
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 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.
MAGED1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
55.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
1817.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
366.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
295.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
229.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
226.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
218.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
176.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
175.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
163.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
139.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
132.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
132.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
128.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
127.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
126.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
123.4
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
118.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
118.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
107.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
106.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
106.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
104.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
103.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
102.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
102.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
100.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
99.6
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
97.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
97.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
95.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
94.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
92.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
92.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
92.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
90.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
90.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
90.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
89.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
88.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
87.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
87.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
87.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
86.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
86.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
86.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
85.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
85.1
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
82.5
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
82.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
81.6
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
81.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
80.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
80.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
80.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
80.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
79.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
79.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
79.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
78.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
78.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
78.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
78.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
78.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
77.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
77.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
76.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
76.7
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
76.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
76.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
76.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
76.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
75.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
75.4
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
75.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
75.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
74.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
74.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
73.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
73.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
73.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
72.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
72.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
72.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
71.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
71.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
71.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
70.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
70.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
69.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
69.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
68.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
68.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
68.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
68.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
67.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
67.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
67.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
66.8
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
66.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
66.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
66.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
65.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
65.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
65.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
65.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
65.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
65.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
64.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
64.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
64.2
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
63.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
62.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
62.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
62.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
61.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
61.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
61.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
61.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
61.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
61.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
60.9
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
60.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
60.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
60.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
60.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
60.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
60.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
60.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
60.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
60.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
60.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
60.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
60.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
60.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
60.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
59.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
59.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
59.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
59.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
59.7
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
59.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
59.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
59.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
59.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
59.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
59.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
59.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
59.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
59.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
58.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
58.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
58.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
58.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
57.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
57.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
57.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
57.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
57.0
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
57.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
56.9
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
56.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
56.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
56.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
56.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
56.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
56.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
56.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
56.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
56.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
56.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
56.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
55.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
55.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
55.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
55.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
55.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
55.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
55.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
54.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
54.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
54.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
54.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
54.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
54.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
54.7
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
54.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
54.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
54.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
54.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
54.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
53.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
53.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
53.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
53.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
53.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
53.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
53.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
53.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
53.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
53.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
53.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
52.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
52.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
52.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
52.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
52.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
52.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
52.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
52.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
52.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
52.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
52.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
52.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
51.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
51.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
51.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
51.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
51.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
51.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
51.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
51.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
51.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
51.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
51.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
51.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
51.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
50.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
50.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
50.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
50.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
50.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
50.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
50.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
50.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
49.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
49.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
49.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
49.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
49.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
49.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
49.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
49.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
48.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
48.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
48.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
48.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
48.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
48.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
48.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
48.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
48.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
48.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
48.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
47.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
47.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
47.4
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
47.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
47.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
47.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
47.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
46.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
46.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
46.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
46.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
46.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
46.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
46.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
46.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
46.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
46.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
46.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
45.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
45.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
45.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
45.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
45.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
45.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
44.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
44.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
44.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
44.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
44.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
44.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
44.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
44.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
44.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
43.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
43.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
43.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
43.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
43.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
43.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
43.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
43.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
43.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
42.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
42.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
42.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
42.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
42.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
42.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
42.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
41.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
41.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
41.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
41.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
41.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
41.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
41.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
41.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
41.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
41.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
41.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
41.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
41.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
40.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
40.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
40.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
40.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
40.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
40.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
40.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
40.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
40.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
40.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
40.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
40.5
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
40.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
40.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
40.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
40.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
40.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
40.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
40.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
39.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
39.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
39.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
39.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
39.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
39.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
39.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
39.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
39.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
39.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
39.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
39.0
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
38.8
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
38.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
38.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
38.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
38.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
38.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
38.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
38.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
38.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
37.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
37.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
37.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
37.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
37.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
37.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
37.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
37.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
37.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
37.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
36.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
36.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
36.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
36.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
36.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
36.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
36.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
36.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
36.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
36.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
36.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
36.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
36.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
36.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
36.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
36.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
36.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
35.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
35.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
35.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
35.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
35.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
35.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
35.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
34.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
34.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
34.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
34.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
33.9
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
33.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
33.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
33.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
33.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
33.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
32.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
32.8
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
32.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
32.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
32.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
32.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
32.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
32.5
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
32.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
31.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
31.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
31.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
31.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
31.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
31.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
31.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
31.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
30.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
30.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
30.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
30.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
30.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
30.3
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
30.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
30.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
30.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
30.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
29.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
29.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
29.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
29.7
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
29.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
29.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
29.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
28.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
28.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
28.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
27.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
27.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
27.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
27.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
27.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
27.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
27.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
27.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
26.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
26.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
26.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
26.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
26.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
25.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
25.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
25.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
25.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
25.0
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
25.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
25.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
25.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
24.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
24.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
24.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
24.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
24.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
24.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
23.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
23.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
23.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
23.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
23.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
23.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
22.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
22.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
22.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
22.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
22.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
21.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
21.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
21.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
21.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
21.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
20.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
20.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
19.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
19.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
19.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
19.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
19.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
19.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
19.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
18.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
18.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
18.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
18.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
17.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
17.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
16.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
16.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
15.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
14.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
14.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
14.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
13.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
13.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
13.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
13.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
11.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
11.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
11.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
11.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
11.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
10.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
10.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
9.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
8.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
8.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
7.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
6.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 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.
MAGED1 is potential prognostic, high expression is unfavorable 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
49.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
265.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
105.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
102.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
94.0
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
90.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
88.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
82.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
82.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
81.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
79.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
78.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
76.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
72.5
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
70.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
65.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
61.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
61.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
60.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
60.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
60.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
59.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
58.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
57.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
57.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
57.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
55.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
54.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
53.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
53.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
53.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
52.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
50.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
50.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
49.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
49.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
49.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
48.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
48.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
47.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
47.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
47.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
47.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
46.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
46.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
45.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
44.9
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
43.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
43.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
42.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
41.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
41.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
41.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
41.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
41.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
40.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
40.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
39.9
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
39.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
39.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
39.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
39.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
39.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
39.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
38.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
38.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
38.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
37.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
37.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
37.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
37.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
36.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
36.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
36.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
36.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
35.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
35.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
35.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
34.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
34.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
34.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
34.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
33.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
32.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
32.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
31.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
30.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
30.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
30.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
30.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
28.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
27.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
27.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
26.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
26.1
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
24.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
23.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
22.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
21.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
MAGED1 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
60.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
285.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
229.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
206.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
184.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
181.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
175.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
170.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
166.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
154.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
149.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
148.6
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
147.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
143.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
143.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
142.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
141.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
132.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
131.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
129.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
128.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
127.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
126.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
125.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
125.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
123.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
123.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
122.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
120.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
119.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
118.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
118.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
115.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
115.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
112.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
110.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
106.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
106.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
106.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
102.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
99.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
96.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
94.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
93.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
93.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
89.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
89.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
89.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
88.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
87.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
87.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
87.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
86.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
86.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
85.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
85.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
83.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
83.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
81.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
81.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
81.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
80.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
79.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
79.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
79.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
79.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
78.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
78.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
77.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
77.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
76.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
76.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
76.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
76.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
75.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
74.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
74.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
72.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
72.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
71.3
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
71.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
70.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
70.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
69.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
69.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
69.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
69.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
68.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
68.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
68.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
68.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
66.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
66.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
66.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
66.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
66.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
65.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
65.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
65.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
64.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
64.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
64.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
63.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
62.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
62.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
61.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
59.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
59.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
59.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
58.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
58.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
58.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
58.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
58.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
58.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
58.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
58.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
58.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
57.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
57.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
56.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
56.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
56.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
56.3
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
56.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
56.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
56.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
55.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
55.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
55.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
54.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
54.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
54.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
54.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
53.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
53.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
53.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
53.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
53.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
53.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
52.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
52.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
52.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
52.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
51.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
51.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
51.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
50.7
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
50.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
50.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
50.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
49.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
48.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
48.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
48.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
47.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
47.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
47.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
47.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
46.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
46.7
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
46.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
45.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
45.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
45.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
45.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
44.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
44.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
43.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
43.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
43.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
43.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
43.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
43.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
42.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
42.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
42.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
41.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
41.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
41.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
40.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
40.7
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
39.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
39.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
39.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
38.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
38.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
38.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
38.1
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
38.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
38.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
37.9
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
37.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
37.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
37.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
36.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
36.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
35.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
35.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
35.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
34.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
34.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
34.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
34.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
34.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
33.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
33.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
32.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
32.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
32.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
32.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
31.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
31.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
31.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
31.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
31.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
31.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
30.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
30.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
30.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
30.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
29.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
29.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
29.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
29.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
28.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
28.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
27.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
27.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
27.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
26.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
26.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
26.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
26.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
26.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
25.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
25.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
25.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
25.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
25.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
24.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
24.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
24.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
24.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
23.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
23.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
22.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
22.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
22.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
21.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
21.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
21.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
20.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
19.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
19.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
18.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
18.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
18.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
18.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
17.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
16.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
16.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
15.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
14.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
14.1
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
14.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
13.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
13.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
13.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
12.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
12.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
11.7
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
11.5
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
11.2
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
10.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
10.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
9.2
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
9.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
8.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
8.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
8.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
7.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
6.8
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0023350003
Tumor
1.6
CPT0011410003
Tumor
1.5
CPT0078800003
Tumor
1.3
CPT0076330003
Tumor
1.3
CPT0088970003
Tumor
1.2
CPT0001340003
Tumor
1.2
CPT0001260009
Tumor
1.1
CPT0012280003
Tumor
1.1
CPT0012180003
Tumor
0.8
CPT0017850003
Tumor
0.8
CPT0088480003
Tumor
0.8
CPT0012550003
Tumor
0.8
CPT0077110003
Tumor
0.7
CPT0075130003
Tumor
0.7
CPT0081880003
Tumor
0.7
CPT0015810003
Tumor
0.5
CPT0001180009
Tumor
0.5
CPT0001270001
Normal
0.5
CPT0086820003
Tumor
0.4
CPT0012670003
Tumor
0.4
CPT0002270011
Tumor
0.3
CPT0084560003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0088690003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0086030003
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0065810003
Tumor
0.3
CPT0069160003
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0088550004
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0088500001
Normal
0.2
CPT0063630003
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0065690003
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0025230003
Tumor
0.2
CPT0071150004
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0017450001
Normal
0.2
CPT0079300001
Normal
0.1
CPT0078530001
Normal
0.1
CPT0065750003
Tumor
0.1
CPT0024670003
Tumor
0.1
CPT0001190001
Normal
0.1
CPT0009060003
Tumor
0.1
CPT0086360003
Tumor
0.1
CPT0000660001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0065430003
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0086950003
Tumor
0.1
CPT0012370003
Tumor
0.1
CPT0077320001
Normal
0.1
CPT0000780007
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0079270003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0010110003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0012920003
Normal
0.0
CPT0079380003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0006900003
Tumor
0.0
CPT0089040001
Normal
0.0
CPT0077310003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0085670003
Tumor
0.0
CPT0069190001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0088760003
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0092740003
Normal
0.0
CPT0014130001
Normal
0.0
CPT0018250001
Normal
0.0
CPT0025580004
Tumor
-0.1
CPT0066430001
Normal
-0.1
CPT0020120003
Tumor
-0.1
CPT0007870001
Normal
-0.1
CPT0014370004
Tumor
-0.1
CPT0025880003
Tumor
-0.1
CPT0064400001
Normal
-0.1
CPT0001230001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0001350001
Normal
-0.1
CPT0010120001
Normal
-0.1
CPT0088900003
Tumor
-0.1
CPT0025290003
Tumor
-0.1
CPT0088630003
Tumor
-0.1
CPT0086890003
Normal
-0.1
CPT0019160001
Normal
-0.1
CPT0063330001
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0021240003
Tumor
-0.1
CPT0012290003
Normal
-0.1
CPT0025050003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0079180003
Tumor
-0.1
CPT0014470001
Normal
-0.1
CPT0077500001
Normal
-0.1
CPT0025350003
Tumor
-0.1
CPT0009080003
Normal
-0.1
CPT0088780001
Normal
-0.2
CPT0000870016
Tumor
-0.2
CPT0086870003
Tumor
-0.2
CPT0026420001
Normal
-0.2
CPT0089020003
Tumor
-0.2
CPT0009020003
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0065820001
Normal
-0.2
CPT0063640001
Normal
-0.2
CPT0078930003
Tumor
-0.2
CPT0069010001
Normal
-0.2
CPT0012570003
Normal
-0.2
CPT0088640003
Normal
-0.2
CPT0006440003
Tumor
-0.2
CPT0066520001
Normal
-0.2
CPT0013790003
Normal
-0.2
CPT0086370003
Normal
-0.2
CPT0076350001
Normal
-0.2
CPT0025060001
Normal
-0.2
CPT0020130001
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0079000001
Normal
-0.2
CPT0014160003
Tumor
-0.2
CPT0081990003
Tumor
-0.2
CPT0082010001
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0023710001
Normal
-0.2
CPT0092730003
Tumor
-0.2
CPT0014450004
Tumor
-0.2
CPT0092310003
Normal
-0.2
CPT0075570001
Normal
-0.2
CPT0079430001
Normal
-0.2
CPT0014350001
Normal
-0.2
CPT0010160003
Tumor
-0.2
CPT0078670001
Normal
-0.3
CPT0011240003
Tumor
-0.3
CPT0092800003
Normal
-0.3
CPT0087050003
Normal
-0.3
CPT0023360001
Normal
-0.3
CPT0025110003
Tumor
-0.3
CPT0015910003
Tumor
-0.3
CPT0025920001
Normal
-0.3
CPT0006730001
Normal
-0.3
CPT0081600003
Tumor
-0.3
CPT0078990003
Tumor
-0.3
CPT0012770003
Normal
-0.3
CPT0012090003
Normal
-0.3
CPT0065450001
Normal
-0.3
CPT0001220008
Tumor
-0.3
CPT0010170001
Normal
-0.3
CPT0019990003
Tumor
-0.3
CPT0088710001
Normal
-0.3
CPT0086970003
Normal
-0.3
CPT0007470001
Normal
-0.3
CPT0087040003
Tumor
-0.3
CPT0025610001
Normal
-0.3
CPT0002350011
Tumor
-0.3
CPT0000790001
Normal
-0.3
CPT0079480003
Tumor
-0.3
CPT0088920001
Normal
-0.3
CPT0092790003
Tumor
-0.3
CPT0081620001
Normal
-0.4
CPT0078510003
Tumor
-0.4
CPT0075560003
Tumor
-0.4
CPT0007860003
Tumor
-0.4
CPT0078840001
Normal
-0.4
CPT0024680001
Normal
-0.4
CPT0019130003
Tumor
-0.4
CPT0065930003
Tumor
-0.4
CPT0089460004
Tumor
-0.4
CPT0006630003
Tumor
-0.4
CPT0006950001
Normal
-0.4
CPT0078830003
Tumor
-0.4
CPT0089480003
Normal
-0.4
CPT0069000003
Tumor
-0.4
CPT0063320003
Tumor
-0.4
CPT0066470004
Tumor
-0.4
CPT0077140001
Normal
-0.5
CPT0078660003
Tumor
-0.5
CPT0092290003
Tumor
-0.5
CPT0017410003
Tumor
-0.5
CPT0023690003
Tumor
-0.5
CPT0092160003
Tumor
-0.7
CPT0012900004
Tumor
-0.8
CPT0000640003
Tumor
-0.9
CPT0064370003
Tumor
-1.1
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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.
The Human Protein Atlas project is funded
