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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.
RAPGEF1 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
34.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
92.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
86.1
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
85.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
63.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
54.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
53.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
53.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
52.6
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
52.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
50.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
49.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
48.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
48.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
48.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
47.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
45.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
45.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
45.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
44.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
44.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
41.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
39.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
37.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
35.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
33.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
33.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
32.7
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
31.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
31.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
30.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
29.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
28.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
28.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
28.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
28.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
28.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
27.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
27.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
26.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
26.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
25.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
25.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
24.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
24.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
24.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
23.8
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
23.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
23.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
20.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
20.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
20.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
20.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
19.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
19.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
19.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
19.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
17.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
16.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
15.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
15.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
14.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
13.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
12.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 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.
RAPGEF1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
32.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
97.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
92.2
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
89.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
86.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
85.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
83.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
80.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
78.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
76.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
74.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
71.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
71.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
70.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
69.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
69.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
68.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
68.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
68.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
67.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
67.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
67.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
66.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
66.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
66.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
65.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
65.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
65.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
65.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
63.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
62.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
62.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
61.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
60.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
60.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
59.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
59.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
59.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
58.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
58.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
58.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
58.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
58.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
58.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
57.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
57.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
57.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
57.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
55.8
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
55.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
55.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
55.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
55.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
54.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
54.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
53.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
53.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
53.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
53.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
53.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
53.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
52.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
52.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
51.6
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
51.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
51.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
50.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
50.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
50.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
50.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
50.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
50.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
49.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
49.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
48.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
48.6
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
48.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
48.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
48.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
47.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
47.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
47.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
47.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
47.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
47.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
47.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
47.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
46.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
46.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
46.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
45.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
45.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
45.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
45.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
45.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
45.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
45.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
45.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
45.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
45.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
44.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
44.8
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
44.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
44.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
44.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
44.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
44.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
44.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
44.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
44.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
44.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
44.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
43.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
43.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
43.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
43.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
43.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
43.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
42.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
42.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
42.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
42.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
42.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
42.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
42.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
42.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
42.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
42.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
42.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
41.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
41.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
41.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
41.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
41.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
41.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
41.3
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
41.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
41.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
41.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
41.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
40.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
40.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
40.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
40.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
40.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
40.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
40.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
40.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
40.1
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
40.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
39.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
39.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
39.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
39.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
39.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
39.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
39.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
39.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
39.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
38.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
38.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
38.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
38.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
38.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
38.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
38.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
37.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
37.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
37.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
37.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
37.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
37.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
37.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
37.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
37.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
37.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
37.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
37.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
36.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
36.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
36.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
36.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
36.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
36.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
36.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
36.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
36.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
36.3
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
36.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
36.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
36.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
36.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
36.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
35.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
35.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
35.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
35.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
35.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
35.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
35.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
35.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
35.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
35.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
34.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
34.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
34.7
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
34.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
34.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
34.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
34.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
34.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
34.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
34.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
34.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
34.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
34.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
33.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
33.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
33.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
33.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
33.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
33.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
33.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
33.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
33.3
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
33.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
33.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
33.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
33.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
32.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
32.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
32.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
32.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
32.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
32.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
32.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
32.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
32.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
32.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
31.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
31.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
31.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
31.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
31.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
31.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
31.3
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
31.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
31.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
31.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
30.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
30.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
30.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
30.6
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
30.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
30.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
30.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
30.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
30.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
30.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
30.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
30.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
30.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
30.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
30.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
30.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
29.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
29.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
29.8
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
29.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
29.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
29.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
29.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
29.4
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
29.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
29.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
29.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
29.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
29.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
29.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
29.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
29.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
29.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
28.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
28.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
28.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
28.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
28.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
28.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
28.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
28.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
28.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
28.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
28.4
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
28.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
28.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
28.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
28.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
28.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
28.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
28.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
27.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
27.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
27.8
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
27.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
27.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
27.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
27.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
27.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
27.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
27.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
27.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
27.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
27.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
27.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
27.2
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
27.2
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
27.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
27.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
26.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
26.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
26.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
26.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
26.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
26.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
26.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
26.6
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
26.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
26.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
26.4
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
26.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
26.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
26.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
26.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
26.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
25.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
25.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
25.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
25.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
25.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
25.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
25.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
25.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
25.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
25.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
25.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
25.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
25.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
24.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
24.6
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
24.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
24.4
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
24.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
24.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
24.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
23.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
23.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
23.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
23.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
23.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
23.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
23.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
23.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
23.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
23.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
23.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
23.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
23.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
23.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
23.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
22.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
22.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
22.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
22.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
22.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
22.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
22.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
22.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
21.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
21.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
21.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
21.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
21.6
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
21.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
21.5
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
21.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
21.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
21.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
20.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
20.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
20.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
20.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
20.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
20.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
20.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
20.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
20.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
20.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
20.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
20.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
20.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
19.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
19.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
19.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
19.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
19.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
19.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
19.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
19.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
19.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
19.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
19.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
18.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
18.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
18.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
18.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
18.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
18.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
18.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
18.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
18.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
18.2
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
18.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
18.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
18.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
18.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
18.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
17.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
17.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
17.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
17.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
17.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
17.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
17.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
17.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
17.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
17.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
16.8
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
16.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
16.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
16.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
16.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
16.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
16.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
16.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
16.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
15.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
15.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
15.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
15.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
15.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
15.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
15.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
15.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
14.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
14.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
14.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
14.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
14.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
14.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
14.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
13.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
13.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
13.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
13.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
13.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
13.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
13.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
13.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
13.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
13.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
12.9
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
12.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
12.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
12.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
12.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
12.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
12.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
12.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
11.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
11.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
11.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
11.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
11.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
11.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
11.2
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
11.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
11.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
11.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
10.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
10.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
10.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
10.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
9.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
9.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
9.8
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
9.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
9.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
9.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
9.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
9.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
8.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
8.1
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
8.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
7.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
7.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
7.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
6.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
5.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.8
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
5.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
4.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
4.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
4.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
3.1
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
RAPGEF1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
44.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
91.1
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
79.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
75.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
74.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
72.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
72.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
71.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
69.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
69.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
67.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
67.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
66.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
66.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
66.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
64.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
63.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
63.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
63.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
62.3
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
61.5
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
61.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
61.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
57.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
57.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
57.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
57.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
56.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
55.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
55.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
55.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
54.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
54.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
54.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
54.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
53.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
51.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
51.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
51.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
51.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
51.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
51.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
50.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
50.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
50.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
50.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
48.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
48.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
48.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
47.5
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
45.8
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
43.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
43.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
42.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
42.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
42.8
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
41.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
41.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
41.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
41.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
40.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
39.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
37.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
37.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
36.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
34.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
33.4
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
33.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
31.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
31.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
30.7
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
30.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
30.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
29.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
29.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
28.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
28.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
28.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
27.3
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
27.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
26.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
26.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
25.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
24.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
24.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
24.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
23.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
23.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
21.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
21.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
21.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
20.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
18.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
17.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
17.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
17.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
17.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
16.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
14.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
13.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RAPGEF1 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
20.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
52.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
51.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
50.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
48.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
48.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
47.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
47.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
46.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
44.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
44.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
42.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
40.9
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
40.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
39.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
39.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
39.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
38.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
38.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
37.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
36.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
36.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
36.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
36.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
35.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
35.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
35.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
34.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
34.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
34.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
33.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
33.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
33.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
33.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
32.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
32.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
32.1
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
32.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
31.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
31.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
31.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
31.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
31.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
31.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
31.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
31.1
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
30.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
30.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
30.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
30.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
30.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
30.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
29.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
29.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
29.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
29.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
29.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
29.2
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
29.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
29.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
28.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
28.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
28.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
28.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
28.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
28.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
28.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
28.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
27.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
27.8
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
27.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
27.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
27.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
27.6
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
27.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
27.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
27.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
27.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
26.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
26.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
26.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
26.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
26.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
26.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
26.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
26.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
25.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
25.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
25.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
25.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
25.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
25.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
25.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
25.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
25.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
24.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
24.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
24.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
24.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
23.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
23.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
23.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
23.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
23.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
23.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
23.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
23.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
23.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
23.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
23.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
23.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
23.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
22.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
22.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
22.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
22.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
22.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
22.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
21.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
21.7
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
21.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
21.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
21.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
21.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
21.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
20.6
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
20.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
20.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
20.5
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
20.2
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
20.1
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
20.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
20.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
20.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
20.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
19.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
19.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
19.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
19.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
19.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
19.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
19.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
19.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
19.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
19.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
18.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
18.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
18.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
18.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
18.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
18.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
18.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
18.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
18.4
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
18.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
18.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
18.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
18.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
18.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
18.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
17.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
17.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
17.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
17.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
17.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
17.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
17.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
17.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
17.0
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
17.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
16.8
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
16.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
16.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
16.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
16.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
16.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
16.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
16.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
16.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
15.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
15.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
15.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
15.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
15.2
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
15.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
14.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
14.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
14.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
14.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
14.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
14.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
14.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
14.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
14.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
14.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
14.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
14.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
13.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
13.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
13.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
13.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
13.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
13.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
13.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
13.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
13.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
13.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
12.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
12.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
12.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
12.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
12.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
12.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
12.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
12.6
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
12.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
12.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
12.0
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
12.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
11.9
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
11.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
11.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
11.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
11.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
11.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
11.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
11.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
11.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
11.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
11.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
11.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
11.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
10.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
10.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
10.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
10.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
10.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
10.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
10.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
10.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
9.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
9.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
9.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
9.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
9.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
9.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
9.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
9.0
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
8.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
8.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
8.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
8.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
8.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
8.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
8.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
8.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
7.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
7.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
7.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
7.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
7.4
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
7.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
7.3
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
7.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
7.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
6.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
6.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
6.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
5.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
5.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
5.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
5.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
5.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
4.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
4.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.1
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.7
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
2.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088550004
Tumor
1.2
CPT0001340003
Tumor
1.2
CPT0088970003
Tumor
1.1
CPT0079180003
Tumor
0.6
CPT0078830003
Tumor
0.6
CPT0077490003
Tumor
0.5
CPT0000640003
Tumor
0.5
CPT0088760003
Tumor
0.5
CPT0023350003
Tumor
0.5
CPT0012180003
Tumor
0.5
CPT0010110003
Tumor
0.5
CPT0085670003
Tumor
0.5
CPT0081600003
Tumor
0.5
CPT0081990003
Tumor
0.4
CPT0088900003
Tumor
0.4
CPT0079410003
Tumor
0.4
CPT0001540009
Tumor
0.4
CPT0007320003
Tumor
0.4
CPT0012080003
Tumor
0.4
CPT0071150004
Tumor
0.4
CPT0015910003
Tumor
0.4
CPT0086870003
Tumor
0.4
CPT0001220008
Tumor
0.4
CPT0063320003
Tumor
0.4
CPT0001260009
Tumor
0.4
CPT0092730003
Tumor
0.3
CPT0065750003
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0025350003
Tumor
0.3
CPT0078510003
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0092160003
Tumor
0.3
CPT0006900003
Tumor
0.3
CPT0078660003
Tumor
0.3
CPT0086030003
Tumor
0.3
CPT0066480003
Tumor
0.3
CPT0017410003
Tumor
0.3
CPT0086360003
Tumor
0.3
CPT0065870003
Tumor
0.3
CPT0012370003
Tumor
0.3
CPT0000870016
Tumor
0.3
CPT0014370004
Tumor
0.3
CPT0002270011
Tumor
0.3
CPT0007860003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0025290003
Tumor
0.2
CPT0079230003
Tumor
0.2
CPT0076330003
Tumor
0.2
CPT0065690003
Tumor
0.2
CPT0026410003
Tumor
0.2
CPT0001500009
Tumor
0.2
CPT0025110003
Tumor
0.2
CPT0025880003
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0065430003
Tumor
0.2
CPT0006630003
Tumor
0.2
CPT0011240003
Tumor
0.2
CPT0079480003
Tumor
0.2
CPT0079380003
Tumor
0.2
CPT0066470004
Tumor
0.2
CPT0012280003
Tumor
0.2
CPT0077110003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0014160003
Tumor
0.2
CPT0077320001
Normal
0.2
CPT0025050003
Tumor
0.2
CPT0089020003
Tumor
0.2
CPT0084560003
Tumor
0.1
CPT0006440003
Tumor
0.1
CPT0077310003
Tumor
0.1
CPT0078800003
Tumor
0.1
CPT0086950003
Tumor
0.1
CPT0012670003
Tumor
0.1
CPT0025170003
Tumor
0.1
CPT0075560003
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0088690003
Tumor
0.1
CPT0065810003
Tumor
0.1
CPT0092190003
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0063630003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0065930003
Tumor
0.1
CPT0087040003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0081880003
Tumor
0.1
CPT0017850003
Tumor
0.1
CPT0023690003
Tumor
0.0
CPT0021240003
Tumor
0.0
CPT0092290003
Tumor
0.0
CPT0092790003
Tumor
0.0
CPT0001270001
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0025230003
Tumor
0.0
CPT0020120003
Tumor
0.0
CPT0088480003
Tumor
0.0
CPT0025580004
Tumor
0.0
CPT0079270003
Tumor
0.0
CPT0075130003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0069160003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0075570001
Normal
0.0
CPT0063640001
Normal
0.0
CPT0001180009
Tumor
-0.1
CPT0079300001
Normal
-0.1
CPT0012900004
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0089460004
Tumor
-0.1
CPT0088570001
Normal
-0.1
CPT0001230001
Normal
-0.1
CPT0078930003
Tumor
-0.1
CPT0064370003
Tumor
-0.1
CPT0018250001
Normal
-0.1
CPT0023710001
Normal
-0.1
CPT0076350001
Normal
-0.1
CPT0069190001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0012090003
Normal
-0.1
CPT0066520001
Normal
-0.1
CPT0025920001
Normal
-0.1
CPT0024680001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0017450001
Normal
-0.1
CPT0000660001
Normal
-0.1
CPT0009000003
Tumor
-0.2
CPT0077500001
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0075170001
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0086830003
Normal
-0.2
CPT0082010001
Normal
-0.2
CPT0078840001
Normal
-0.2
CPT0020130001
Normal
-0.2
CPT0092740003
Normal
-0.2
CPT0010120001
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0012290003
Normal
-0.2
CPT0001350001
Normal
-0.2
CPT0088640003
Normal
-0.2
CPT0006530001
Normal
-0.2
CPT0007870001
Normal
-0.2
CPT0025610001
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0006730001
Normal
-0.2
CPT0012550003
Tumor
-0.2
CPT0012770003
Normal
-0.2
CPT0079430001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0001190001
Normal
-0.2
CPT0065450001
Normal
-0.2
CPT0007470001
Normal
-0.2
CPT0014130001
Normal
-0.3
CPT0079510001
Normal
-0.3
CPT0023360001
Normal
-0.3
CPT0009080003
Normal
-0.3
CPT0026420001
Normal
-0.3
CPT0066430001
Normal
-0.3
CPT0020020001
Normal
-0.3
CPT0069010001
Normal
-0.3
CPT0012920003
Normal
-0.3
CPT0078670001
Normal
-0.3
CPT0000790001
Normal
-0.3
CPT0011410003
Tumor
-0.3
CPT0009020003
Normal
-0.3
CPT0013790003
Normal
-0.3
CPT0063330001
Normal
-0.3
CPT0086890003
Normal
-0.3
CPT0064400001
Normal
-0.3
CPT0077140001
Normal
-0.3
CPT0025060001
Normal
-0.3
CPT0092310003
Normal
-0.3
CPT0088920001
Normal
-0.3
CPT0014350001
Normal
-0.3
CPT0089480003
Normal
-0.3
CPT0089040001
Normal
-0.3
CPT0078940001
Normal
-0.4
CPT0006950001
Normal
-0.4
CPT0014450004
Tumor
-0.4
CPT0010170001
Normal
-0.4
CPT0081620001
Normal
-0.4
CPT0086370003
Normal
-0.4
CPT0019160001
Normal
-0.4
CPT0079000001
Normal
-0.4
CPT0088500001
Normal
-0.4
CPT0012570003
Normal
-0.4
CPT0000890001
Normal
-0.4
CPT0092800003
Normal
-0.4
CPT0087050003
Normal
-0.5
CPT0078530001
Normal
-0.5
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
