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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.
VAMP2 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
57.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
133.6
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
130.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
130.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
127.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
117.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
108.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
105.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
84.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
83.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
79.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
76.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
75.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
72.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
70.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
68.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
68.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
66.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
66.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
66.3
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
66.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
61.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
59.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
58.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
58.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
58.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
57.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
55.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
55.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
54.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
54.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
54.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
51.2
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
50.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
48.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
48.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
47.9
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
47.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
47.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
47.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
46.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
45.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
45.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
44.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
44.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
44.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
44.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
43.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
41.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
41.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
41.1
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
38.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
38.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
37.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
37.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
35.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
34.1
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
29.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
28.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
27.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
23.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
20.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
19.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
18.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
VAMP2 is validated 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
58.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
162.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
156.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
147.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
146.0
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
135.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
134.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
133.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
132.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
132.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
127.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
122.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
121.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
121.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
117.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
117.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
116.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
115.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
113.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
111.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
111.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
108.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
106.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
105.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
105.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
104.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
103.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
103.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
102.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
102.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
102.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
101.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
100.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
100.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
99.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
98.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
98.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
98.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
98.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
97.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
96.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
96.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
95.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
95.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
95.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
95.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
94.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
94.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
93.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
93.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
93.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
92.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
91.7
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
91.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
91.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
90.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
89.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
89.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
89.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
89.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
89.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
89.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
88.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
88.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
87.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
87.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
87.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
87.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
87.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
87.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
86.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
86.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
86.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
86.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
86.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
86.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
86.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
86.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
85.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
85.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
85.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
85.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
85.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
85.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
85.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
84.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
84.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
84.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
83.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
83.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
83.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
83.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
82.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
82.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
82.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
82.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
82.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
81.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
81.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
80.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
80.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
80.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
79.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
79.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
79.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
79.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
79.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
79.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
79.0
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
78.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
78.8
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
78.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
78.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
78.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
78.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
78.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
77.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
77.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
77.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
77.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
77.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
77.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
77.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
76.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
76.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
76.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
76.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
76.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
75.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
75.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
75.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
75.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
75.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
74.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
74.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
74.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
74.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
74.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
73.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
73.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
73.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
73.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
72.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
72.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
72.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
72.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
72.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
72.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
72.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
71.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
71.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
71.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
71.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
71.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
71.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
71.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
71.3
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
71.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
70.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
70.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
70.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
70.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
70.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
70.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
69.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
69.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
69.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
69.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
68.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
68.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
68.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
68.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
67.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
67.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
67.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
67.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
67.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
67.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
67.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
66.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
66.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
66.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
66.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
66.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
66.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
66.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
66.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
65.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
65.8
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
65.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
65.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
65.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
65.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
65.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
65.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
65.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
65.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
64.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
64.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
64.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
64.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
63.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
63.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
63.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
63.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
63.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
63.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
63.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
62.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
62.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
62.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
62.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
62.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
62.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
62.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
62.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
61.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
61.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
61.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
61.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
61.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
61.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
61.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
61.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
61.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
61.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
60.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
60.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
60.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
60.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
60.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
60.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
59.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
59.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
59.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
58.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
58.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
58.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
58.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
58.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
58.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
58.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
58.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
58.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
57.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
57.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
57.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
56.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
56.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
56.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
56.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
56.2
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
56.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
56.1
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
55.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
55.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
55.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
55.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
55.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
55.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
55.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
55.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
55.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
54.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
54.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
54.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
54.8
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
54.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
54.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
54.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
54.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
54.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
54.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
54.2
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
54.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
53.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
53.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
53.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
53.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
53.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
53.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
53.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
53.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
53.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
53.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
52.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
52.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
52.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
52.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
52.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
52.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
52.3
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
52.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
51.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
51.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
51.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
51.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
50.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
50.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
50.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
49.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
49.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
49.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
49.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
49.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
49.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
48.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
48.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
48.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
47.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
47.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
47.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
47.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
47.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
47.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
47.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
47.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
46.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
46.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
46.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
46.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
46.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
46.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
46.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
45.8
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
45.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
45.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
45.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
45.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
45.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
45.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
44.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
44.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
44.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
44.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
44.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
44.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
43.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
43.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
43.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
43.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
43.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
43.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
43.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
43.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
42.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
42.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
42.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
42.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
42.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
42.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
42.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
42.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
42.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
42.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
42.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
41.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
41.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
41.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
41.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
41.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
41.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
41.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
41.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
41.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
41.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
41.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
41.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
41.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
40.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
40.8
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
40.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
40.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
40.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
40.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
40.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
40.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
40.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
40.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
40.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
40.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
39.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
39.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
39.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
39.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
38.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
38.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
38.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
38.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
38.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
38.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
38.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
38.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
38.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
38.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
37.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
37.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
37.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
37.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
37.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
37.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
37.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
37.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
37.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
37.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
36.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
36.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
36.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
36.6
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
36.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
36.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
36.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
36.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
36.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
36.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
36.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
35.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
35.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
35.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
35.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
35.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
34.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
34.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
34.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
34.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
33.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
33.3
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
33.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
33.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
32.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
32.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
32.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
32.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
32.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
32.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
32.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
32.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
32.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
31.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
31.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
31.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
31.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
31.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
31.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
31.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
30.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
30.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
30.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
30.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
30.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
30.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
30.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
30.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
30.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
29.9
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
29.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
29.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
29.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
29.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
28.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
28.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
28.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
28.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
28.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
28.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
27.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
27.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
27.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
27.5
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
27.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
26.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
26.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
26.8
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
26.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
25.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
25.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
25.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
25.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
24.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
24.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
23.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
23.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
23.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
23.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
22.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
21.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
21.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
20.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
20.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
20.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
20.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
19.9
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
19.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
19.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
19.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
19.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
19.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
19.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
19.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
19.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
19.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
18.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
18.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
18.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
18.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
18.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
17.3
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
15.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
15.5
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
15.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
14.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
14.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
14.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
14.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
13.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
13.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
12.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
11.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
11.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
8.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 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.
VAMP2 is validated prognostic, high expression is favorable 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
54.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
99.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
95.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
93.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
90.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
87.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
86.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
86.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
86.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
80.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
80.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
79.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
78.6
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
75.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
74.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
72.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
71.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
71.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
71.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
70.4
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
69.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
69.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
69.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
68.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
68.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
68.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
68.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
67.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
67.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
67.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
66.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
66.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
66.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
65.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
65.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
64.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
64.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
64.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
63.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
62.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
61.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
61.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
60.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
60.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
60.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
60.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
58.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
57.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
57.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
55.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
55.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
55.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
55.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
54.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
53.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
52.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
52.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
51.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
51.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
50.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
50.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
49.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
48.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
47.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
46.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
46.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
45.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
45.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
43.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
43.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
43.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
42.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
42.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
42.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
41.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
40.8
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
40.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
38.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
37.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
36.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
36.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
36.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
35.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
35.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
35.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
31.8
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
31.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
31.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
31.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
26.5
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
26.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
25.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
25.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
23.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
22.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
21.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
20.8
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
20.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
18.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
18.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 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.
VAMP2 is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
59.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
259.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
176.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
160.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
156.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
153.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
152.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
144.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
141.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
138.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
136.9
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
136.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
136.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
134.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
132.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
127.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
125.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
122.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
121.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
119.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
118.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
118.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
112.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
112.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
111.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
110.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
110.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
109.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
109.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
104.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
103.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
102.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
102.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
99.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
97.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
96.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
94.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
93.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
92.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
92.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
91.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
89.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
87.8
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
87.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
86.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
85.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
83.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
83.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
83.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
83.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
83.0
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
81.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
79.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
79.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
79.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
79.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
79.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
78.9
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
78.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
78.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
78.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
77.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
77.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
75.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
75.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
75.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
74.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
74.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
74.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
73.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
72.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
72.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
71.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
71.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
71.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
70.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
70.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
69.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
69.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
69.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
68.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
68.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
68.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
68.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
67.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
67.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
67.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
67.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
67.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
66.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
66.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
66.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
66.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
65.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
64.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
64.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
64.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
63.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
63.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
63.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
62.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
62.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
62.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
61.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
61.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
61.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
61.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
61.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
60.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
60.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
60.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
60.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
59.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
59.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
59.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
59.7
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
59.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
59.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
58.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
58.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
58.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
58.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
57.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
57.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
57.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
57.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
57.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
56.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
56.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
56.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
56.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
55.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
54.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
54.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
54.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
53.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
53.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
53.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
53.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
53.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
53.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
52.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
52.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
52.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
52.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
52.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
52.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
51.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
51.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
51.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
51.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
51.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
50.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
50.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
50.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
50.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
49.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
49.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
49.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
49.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
48.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
48.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
47.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
47.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
46.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
46.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
46.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
46.1
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
46.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
45.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
45.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
45.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
45.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
45.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
45.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
44.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
44.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
44.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
44.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
43.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
43.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
43.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
43.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
43.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
42.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
42.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
42.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
41.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
41.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
41.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
41.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
41.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
41.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
41.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
41.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
41.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
40.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
40.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
40.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
40.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
39.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
39.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
39.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
39.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
39.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
39.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
39.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
38.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
38.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
38.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
38.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
37.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
37.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
37.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
37.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
37.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
36.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
36.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
36.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
36.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
36.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
36.4
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
36.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
35.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
35.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
35.5
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
35.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
34.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
34.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
33.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
33.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
33.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
32.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
32.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
32.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
31.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
31.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
31.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
31.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
31.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
30.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
30.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
30.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
29.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
29.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
29.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
28.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
28.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
28.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
28.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
27.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
27.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
26.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
26.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
26.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
25.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
25.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
25.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
25.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
24.8
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
24.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
24.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
23.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
23.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
23.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
22.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
22.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
21.2
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
20.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
20.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
20.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
19.6
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
19.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
18.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
17.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
17.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
17.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
16.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
15.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
15.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
11.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
8.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
8.3
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0092790003
Tumor
0.8
CPT0077310003
Tumor
0.7
CPT0012770003
Normal
0.5
CPT0079230003
Tumor
0.5
CPT0000640003
Tumor
0.5
CPT0089020003
Tumor
0.5
CPT0007320003
Tumor
0.4
CPT0011410003
Tumor
0.4
CPT0012370003
Tumor
0.4
CPT0001500009
Tumor
0.4
CPT0013790003
Normal
0.4
CPT0088760003
Tumor
0.4
CPT0079480003
Tumor
0.4
CPT0065810003
Tumor
0.4
CPT0086360003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0010160003
Tumor
0.4
CPT0064370003
Tumor
0.3
CPT0012640003
Normal
0.3
CPT0079270003
Tumor
0.3
CPT0000870016
Tumor
0.3
CPT0012290003
Normal
0.3
CPT0006440003
Tumor
0.3
CPT0092800003
Normal
0.3
CPT0088480003
Tumor
0.3
CPT0012280003
Tumor
0.3
CPT0009000003
Tumor
0.3
CPT0088900003
Tumor
0.3
CPT0069190001
Normal
0.3
CPT0025920001
Normal
0.3
CPT0078930003
Tumor
0.3
CPT0012080003
Tumor
0.2
CPT0075130003
Tumor
0.2
CPT0086950003
Tumor
0.2
CPT0065450001
Normal
0.2
CPT0025880003
Tumor
0.2
CPT0066470004
Tumor
0.2
CPT0075560003
Tumor
0.2
CPT0078800003
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0018250001
Normal
0.2
CPT0025230003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0087040003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0078940001
Normal
0.2
CPT0001540009
Tumor
0.2
CPT0078830003
Tumor
0.2
CPT0066430001
Normal
0.2
CPT0078990003
Tumor
0.2
CPT0088710001
Normal
0.2
CPT0088690003
Tumor
0.2
CPT0017450001
Normal
0.2
CPT0012920003
Normal
0.1
CPT0025170003
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0006950001
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0025060001
Normal
0.1
CPT0020130001
Normal
0.1
CPT0012670003
Tumor
0.1
CPT0086030003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0023690003
Tumor
0.1
CPT0077110003
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0001340003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0069010001
Normal
0.1
CPT0006900003
Tumor
0.1
CPT0025290003
Tumor
0.1
CPT0026410003
Tumor
0.1
CPT0026420001
Normal
0.1
CPT0081600003
Tumor
0.1
CPT0014130001
Normal
0.1
CPT0075170001
Normal
0.1
CPT0092310003
Normal
0.1
CPT0010110003
Tumor
0.1
CPT0012090003
Normal
0.1
CPT0000780007
Tumor
0.1
CPT0000890001
Normal
0.1
CPT0000660001
Normal
0.1
CPT0019160001
Normal
0.1
CPT0066480003
Tumor
0.1
CPT0012900004
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0019990003
Tumor
0.1
CPT0077140001
Normal
0.1
CPT0025580004
Tumor
0.1
CPT0025610001
Normal
0.1
CPT0076350001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0077320001
Normal
0.0
CPT0006630003
Tumor
0.0
CPT0063320003
Tumor
0.0
CPT0021240003
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0000790001
Normal
0.0
CPT0020020001
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0014370004
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0086830003
Normal
0.0
CPT0007470001
Normal
0.0
CPT0007860003
Tumor
0.0
CPT0079300001
Normal
0.0
CPT0088630003
Tumor
0.0
CPT0081620001
Normal
0.0
CPT0086370003
Normal
0.0
CPT0001510001
Normal
0.0
CPT0009080003
Normal
0.0
CPT0076330003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0012570003
Normal
0.0
CPT0015730003
Tumor
0.0
CPT0092740003
Normal
0.0
CPT0086820003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0079000001
Normal
0.0
CPT0089460004
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0014160003
Tumor
0.0
CPT0089480003
Normal
0.0
CPT0088920001
Normal
0.0
CPT0023360001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0010170001
Normal
0.0
CPT0025050003
Tumor
0.0
CPT0088500001
Normal
0.0
CPT0014350001
Normal
0.0
CPT0023710001
Normal
0.0
CPT0085670003
Tumor
0.0
CPT0079410003
Tumor
-0.1
CPT0065690003
Tumor
-0.1
CPT0087050003
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0078530001
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0089040001
Normal
-0.1
CPT0092290003
Tumor
-0.1
CPT0079430001
Normal
-0.1
CPT0071150004
Tumor
-0.1
CPT0092160003
Tumor
-0.1
CPT0063630003
Tumor
-0.1
CPT0077500001
Normal
-0.1
CPT0088780001
Normal
-0.1
CPT0014450004
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0084590001
Normal
-0.1
CPT0079380003
Tumor
-0.1
CPT0069160003
Tumor
-0.1
CPT0006530001
Normal
-0.1
CPT0001180009
Tumor
-0.2
CPT0015910003
Tumor
-0.2
CPT0014470001
Normal
-0.2
CPT0011240003
Tumor
-0.2
CPT0007870001
Normal
-0.2
CPT0078670001
Normal
-0.2
CPT0081990003
Tumor
-0.2
CPT0065870003
Tumor
-0.2
CPT0078840001
Normal
-0.2
CPT0010120001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0086870003
Tumor
-0.2
CPT0065930003
Tumor
-0.2
CPT0078510003
Tumor
-0.2
CPT0012550003
Tumor
-0.2
CPT0001350001
Normal
-0.2
CPT0002270011
Tumor
-0.3
CPT0001270001
Normal
-0.3
CPT0023350003
Tumor
-0.3
CPT0086890003
Normal
-0.3
CPT0063330001
Normal
-0.4
CPT0017850003
Tumor
-0.4
CPT0017410003
Tumor
-0.4
CPT0001260009
Tumor
-0.4
CPT0092190003
Normal
-0.4
CPT0020120003
Tumor
-0.4
CPT0088550004
Tumor
-0.5
CPT0084560003
Tumor
-0.5
CPT0012180003
Tumor
-0.5
CPT0024670003
Tumor
-0.5
CPT0009060003
Tumor
-0.5
CPT0088970003
Tumor
-0.5
CPT0081880003
Tumor
-0.5
CPT0079180003
Tumor
-0.6
CPT0024680001
Normal
-0.6
CPT0078660003
Tumor
-0.6
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
The Human Protein Atlas project is funded
