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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.
VEGFB 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
105.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
191.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
173.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
173.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
168.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
165.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
164.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
160.8
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
155.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
151.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
146.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
137.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
137.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
135.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
134.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
132.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
131.7
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
130.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
129.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
128.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
128.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
127.9
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
127.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
127.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
126.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
123.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
122.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
118.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
117.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
115.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
114.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
106.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
105.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
104.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
100.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
100.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
100.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
98.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
98.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
98.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
97.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
96.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
90.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
85.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
85.1
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
82.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
79.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
78.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
78.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
77.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
76.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
75.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
69.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
65.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
61.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
61.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
56.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
51.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
46.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
44.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
42.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
41.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
39.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
28.0
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.
VEGFB 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
52.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
150.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
112.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
111.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
111.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
110.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
110.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
109.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
108.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
101.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
100.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
98.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
97.5
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
97.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
96.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
96.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
94.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
94.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
93.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
93.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
92.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
91.7
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
90.8
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
90.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
90.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
89.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
89.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
89.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
88.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
87.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
85.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
85.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
83.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
79.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
79.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
79.5
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
79.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
79.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
79.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
78.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
78.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
78.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
77.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
77.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
77.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
76.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
75.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
75.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
75.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
75.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
74.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
74.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
74.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
74.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
74.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
73.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
73.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
73.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
72.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
72.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
72.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
71.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
71.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
71.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
71.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
70.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
70.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
70.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
70.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
69.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
69.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
69.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
69.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
69.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
69.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
69.4
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
68.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
68.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
68.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
68.3
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
68.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
68.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
68.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
68.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
67.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
67.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
67.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
67.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
67.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
67.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
67.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
67.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
66.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
66.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
66.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
66.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
66.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
66.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
66.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
66.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
65.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
65.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
65.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
65.4
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
65.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
65.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
65.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
65.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
64.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
64.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
64.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
64.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
64.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
64.4
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
64.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
64.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
64.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
64.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
64.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
63.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
63.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
63.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
63.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
63.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
63.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
63.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
63.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
62.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
62.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
62.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
62.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
62.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
62.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
62.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
62.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
62.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
62.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
62.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
62.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
61.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
61.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
61.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
61.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
61.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
61.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
61.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
61.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
61.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
61.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
60.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
60.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
60.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
60.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
60.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
60.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
60.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
60.2
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
60.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
59.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
59.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
59.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
59.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
59.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
59.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
58.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
58.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
58.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
58.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
58.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
58.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
58.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
57.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
57.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
57.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
57.8
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
57.8
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
57.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
57.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
57.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
57.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
57.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
57.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
57.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
57.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
57.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
57.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
57.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
56.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
56.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
56.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
56.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
56.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
56.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
56.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
56.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
56.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
56.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
56.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
56.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
55.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
55.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
55.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
55.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
55.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
55.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
55.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
55.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
55.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
55.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
55.1
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
55.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
55.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
55.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
55.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
55.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
54.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
54.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
54.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
54.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
54.4
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
54.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
54.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
54.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
53.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
53.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
53.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
53.8
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
53.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
53.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
53.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
53.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
53.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
53.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
53.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
53.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
53.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
53.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
53.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
52.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
52.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
52.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
52.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
52.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
52.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
52.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
52.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
52.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
52.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
51.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
51.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
51.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
51.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
51.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
51.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
51.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
51.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
51.2
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
51.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
51.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
51.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
51.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
50.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
50.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
50.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
50.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
50.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
50.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
50.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
50.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
50.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
49.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
49.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
49.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
49.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
49.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
49.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
49.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
49.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
49.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
48.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
48.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
48.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
48.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
48.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
48.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
48.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
48.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
48.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
48.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
48.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
48.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
47.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
47.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
47.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
47.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
47.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
47.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
47.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
47.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
47.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
47.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
47.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
47.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
47.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
47.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
47.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
47.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
47.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
47.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
46.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
46.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
46.8
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
46.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
46.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
46.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
46.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
46.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
46.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
46.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
45.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
45.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
45.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
45.5
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
45.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
45.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
45.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
45.3
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
45.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
45.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
45.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
44.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
44.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
44.7
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
44.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
44.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
44.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
44.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
44.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
44.3
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
44.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
44.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
44.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
44.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
43.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
43.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
43.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
43.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
43.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
43.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
43.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
43.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
43.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
43.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
43.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
43.2
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
43.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
43.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
43.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
42.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
42.8
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
42.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
42.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
42.1
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
42.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
42.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
42.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
41.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
41.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
41.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
41.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
41.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
41.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
41.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
41.2
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
41.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
40.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
40.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
40.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
40.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
40.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
40.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
40.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
40.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
40.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
40.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
40.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
39.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
39.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
39.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
39.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
39.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
39.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
39.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
38.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
38.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
38.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
38.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
38.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
38.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
38.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
38.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
38.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
38.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
38.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
38.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
37.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
37.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
37.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
37.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
37.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
37.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
37.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
37.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
37.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
37.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
37.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
37.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
36.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
36.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
36.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
36.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
36.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
36.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
36.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
36.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
35.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
35.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
35.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
35.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
35.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
35.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
35.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
35.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
35.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
34.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
34.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
34.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
34.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
34.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
34.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
34.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
34.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
34.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
34.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
34.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
34.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
34.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
34.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
34.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
34.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
33.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
33.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
33.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
33.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
33.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
33.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
33.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
33.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
33.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
32.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
32.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
32.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
32.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
32.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
32.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
32.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
32.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
31.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
31.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
31.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
31.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
31.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
30.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
30.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
30.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
30.3
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
30.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
30.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
29.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
29.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
29.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
29.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
28.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
28.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
28.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
28.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
28.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
28.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
27.9
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
27.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
27.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
27.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
27.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
27.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
26.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
25.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
25.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
24.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
24.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
24.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
24.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
24.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
24.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
23.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
23.3
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
23.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
22.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
22.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
21.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
21.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
20.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
20.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
19.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
19.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
14.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
13.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
13.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
7.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
3.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
3.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 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.
VEGFB is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
57.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
106.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
100.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
96.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
95.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
95.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
95.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
93.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
93.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
93.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
88.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
85.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
84.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
83.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
81.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
78.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
77.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
76.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
76.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
74.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
73.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
72.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
70.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
69.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
68.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
67.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
67.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
67.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
67.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
67.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
66.7
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
64.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
64.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
63.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
62.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
61.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
60.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
60.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
60.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
59.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
59.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
59.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
59.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
58.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
58.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
57.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
57.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
57.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
57.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
56.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
56.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
55.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
55.3
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
55.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
54.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
54.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
53.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
53.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
53.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
53.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
52.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
50.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
50.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
49.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
49.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
49.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
48.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
48.1
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
47.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
47.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
47.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
46.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
46.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
45.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
45.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
44.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
44.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
43.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
43.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
42.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
41.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
39.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
38.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
38.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
38.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
38.5
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
37.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
36.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
35.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
34.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
33.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
33.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
32.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
29.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
29.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
28.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
26.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
25.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
17.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
17.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 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.
VEGFB 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
58.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
284.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
219.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
161.4
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
150.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
122.7
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
119.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
118.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
117.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
110.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
106.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
105.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
102.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
101.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
98.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
97.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
96.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
96.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
96.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
95.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
91.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
91.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
91.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
90.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
89.4
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
89.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
88.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
88.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
88.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
87.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
87.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
85.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
85.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
85.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
84.9
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
84.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
84.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
84.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
84.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
84.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
83.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
83.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
83.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
82.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
82.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
81.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
81.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
81.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
80.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
79.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
79.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
79.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
78.6
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
78.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
77.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
77.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
77.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
76.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
76.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
75.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
75.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
74.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
73.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
73.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
72.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
71.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
70.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
70.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
70.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
70.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
69.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
69.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
69.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
69.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
68.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
68.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
67.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
67.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
67.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
67.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
67.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
66.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
66.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
66.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
66.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
65.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
64.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
64.9
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
64.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
64.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
64.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
64.1
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
64.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
63.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
63.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
63.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
63.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
62.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
62.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
62.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
62.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
61.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
61.8
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
61.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
61.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
61.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
61.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
61.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
61.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
60.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
60.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
60.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
60.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
60.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
60.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
59.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
59.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
59.5
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
59.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
59.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
59.1
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
59.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
58.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
58.7
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
58.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
58.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
58.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
58.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
57.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
57.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
57.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
57.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
56.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
56.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
56.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
55.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
55.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
55.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
55.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
54.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
54.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
54.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
54.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
54.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
54.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
54.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
54.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
54.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
53.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
53.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
53.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
53.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
53.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
53.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
53.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
52.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
52.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
52.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
51.7
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
51.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
51.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
51.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
51.6
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
51.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
51.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
51.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
51.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
51.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
50.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
50.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
50.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
50.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
49.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
49.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
49.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
49.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
49.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
48.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
48.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
48.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
48.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
48.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
48.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
48.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
48.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
48.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
48.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
47.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
47.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
46.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
46.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
46.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
46.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
46.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
45.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
45.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
45.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
45.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
44.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
44.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
44.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
44.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
44.2
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
43.7
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
43.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
43.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
43.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
43.2
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
42.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
42.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
42.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
42.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
41.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
41.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
41.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
40.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
40.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
40.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
40.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
40.3
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
40.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
40.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
40.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
39.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
39.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
39.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
39.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
39.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
38.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
38.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
38.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
38.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
38.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
38.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
38.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
37.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
37.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
37.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
36.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
36.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
36.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
36.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
35.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
35.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
34.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
34.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
33.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
33.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
32.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
32.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
31.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
31.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
31.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
31.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
30.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
30.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
30.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
29.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
29.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
29.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
28.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
28.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
28.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
27.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
27.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
27.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
27.2
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
26.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
26.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
24.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
24.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
23.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
22.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
22.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
19.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
18.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
15.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
14.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
13.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
12.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
9.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
8.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
6.7
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0014130001
Normal
1.5
CPT0063640001
Normal
1.5
CPT0025060001
Normal
1.4
CPT0088710001
Normal
1.3
CPT0089480003
Normal
1.3
CPT0092310003
Normal
1.3
CPT0088920001
Normal
1.2
CPT0065750003
Tumor
1.1
CPT0088970003
Tumor
1.0
CPT0092740003
Normal
1.0
CPT0081620001
Normal
1.0
CPT0006950001
Normal
1.0
CPT0000890001
Normal
0.9
CPT0014350001
Normal
0.9
CPT0088780001
Normal
0.9
CPT0086970003
Normal
0.9
CPT0086030003
Tumor
0.9
CPT0007470001
Normal
0.9
CPT0087050003
Normal
0.8
CPT0010170001
Normal
0.8
CPT0006730001
Normal
0.8
CPT0063330001
Normal
0.7
CPT0078840001
Normal
0.7
CPT0086830003
Normal
0.7
CPT0086890003
Normal
0.7
CPT0076350001
Normal
0.7
CPT0079430001
Normal
0.6
CPT0026420001
Normal
0.6
CPT0088570001
Normal
0.6
CPT0025610001
Normal
0.6
CPT0012090003
Normal
0.6
CPT0001350001
Normal
0.6
CPT0086820003
Tumor
0.6
CPT0079000001
Normal
0.5
CPT0064400001
Normal
0.5
CPT0000780007
Tumor
0.5
CPT0077140001
Normal
0.5
CPT0023360001
Normal
0.5
CPT0023710001
Normal
0.5
CPT0014470001
Normal
0.5
CPT0019160001
Normal
0.5
CPT0001230001
Normal
0.5
CPT0000660001
Normal
0.4
CPT0018250001
Normal
0.4
CPT0010120001
Normal
0.4
CPT0007320003
Tumor
0.4
CPT0015810003
Tumor
0.4
CPT0077500001
Normal
0.4
CPT0025920001
Normal
0.4
CPT0066520001
Normal
0.4
CPT0078940001
Normal
0.3
CPT0000790001
Normal
0.3
CPT0088640003
Normal
0.3
CPT0012290003
Normal
0.3
CPT0075570001
Normal
0.3
CPT0020020001
Normal
0.2
CPT0015730003
Tumor
0.2
CPT0020130001
Normal
0.2
CPT0002350011
Tumor
0.2
CPT0078670001
Normal
0.2
CPT0001270001
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0006530001
Normal
0.1
CPT0075130003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0079410003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0020120003
Tumor
0.0
CPT0001190001
Normal
0.0
CPT0025230003
Tumor
0.0
CPT0078660003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0066430001
Normal
0.0
CPT0063320003
Tumor
0.0
CPT0069190001
Normal
0.0
CPT0007870001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0001340003
Tumor
0.0
CPT0065430003
Tumor
0.0
CPT0078800003
Tumor
0.0
CPT0012640003
Normal
-0.1
CPT0001260009
Tumor
-0.1
CPT0065450001
Normal
-0.1
CPT0077320001
Normal
-0.2
CPT0079380003
Tumor
-0.2
CPT0092190003
Normal
-0.2
CPT0001180009
Tumor
-0.2
CPT0026410003
Tumor
-0.2
CPT0078830003
Tumor
-0.2
CPT0069010001
Normal
-0.2
CPT0006440003
Tumor
-0.2
CPT0066480003
Tumor
-0.2
CPT0082010001
Normal
-0.3
CPT0075720003
Tumor
-0.3
CPT0001540009
Tumor
-0.3
CPT0002370001
Normal
-0.4
CPT0081990003
Tumor
-0.4
CPT0025110003
Tumor
-0.4
CPT0015910003
Tumor
-0.4
CPT0000870016
Tumor
-0.5
CPT0023690003
Tumor
-0.5
CPT0066470004
Tumor
-0.5
CPT0079300001
Normal
-0.6
CPT0065870003
Tumor
-0.7
CPT0000640003
Tumor
-0.7
CPT0019990003
Tumor
-0.8
CPT0025880003
Tumor
-0.8
CPT0075560003
Tumor
-0.8
CPT0079270003
Tumor
-0.8
CPT0014370004
Tumor
-0.8
CPT0076330003
Tumor
-0.9
CPT0092160003
Tumor
-0.9
CPT0025350003
Tumor
-1.0
CPT0077490003
Tumor
-1.0
CPT0007860003
Tumor
-1.1
CPT0019130003
Tumor
-1.1
CPT0012280003
Tumor
-1.1
CPT0014450004
Tumor
-1.1
CPT0077110003
Tumor
-1.1
CPT0086950003
Tumor
-1.2
CPT0011410003
Tumor
-1.2
CPT0002270011
Tumor
-1.3
CPT0023350003
Tumor
-1.3
CPT0010160003
Tumor
-1.3
CPT0065930003
Tumor
-1.3
CPT0025170003
Tumor
-1.4
CPT0084560003
Tumor
-1.4
CPT0077310003
Tumor
-1.4
CPT0078990003
Tumor
-1.5
CPT0012080003
Tumor
-1.5
CPT0069000003
Tumor
-1.6
CPT0006630003
Tumor
-1.6
CPT0087040003
Tumor
-1.6
CPT0092730003
Tumor
-1.7
CPT0017850003
Tumor
-1.7
CPT0088760003
Tumor
-1.7
CPT0001220008
Tumor
-1.7
CPT0065690003
Tumor
-1.8
CPT0064370003
Tumor
-1.8
CPT0012670003
Tumor
-1.8
CPT0088900003
Tumor
-1.8
CPT0088630003
Tumor
-1.9
CPT0010110003
Tumor
-1.9
CPT0025290003
Tumor
-2.0
CPT0081600003
Tumor
-2.0
CPT0089460004
Tumor
-2.1
CPT0063630003
Tumor
-2.2
CPT0069160003
Tumor
-2.2
CPT0071150004
Tumor
-2.2
CPT0088690003
Tumor
-2.3
CPT0081880003
Tumor
-2.4
CPT0025050003
Tumor
-2.4
CPT0092290003
Tumor
-2.7
CPT0078930003
Tumor
-2.9
CPT0014160003
Tumor
-3.1
CPT0025580004
Tumor
-3.3
CPT0012180003
Tumor
-3.5
CPT0006900003
Tumor
-3.8
CPT0088550004
Tumor
-5.0
CPT0065820001
Normal
N/A
CPT0011240003
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0024670003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0012900004
Tumor
N/A
CPT0001510001
Normal
N/A
CPT0088500001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0009000003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0009020003
Normal
N/A
CPT0078530001
Normal
N/A
CPT0001500009
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0017410003
Tumor
N/A
CPT0078510003
Tumor
N/A
CPT0092800003
Normal
N/A
CPT0012550003
Tumor
N/A
CPT0017450001
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079510001
Normal
N/A
CPT0065810003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0086370003
Normal
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.