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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.
MRFAP1L1 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
43.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
73.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
73.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
69.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
68.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
67.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
66.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
65.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
65.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
65.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
61.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
59.0
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
58.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
57.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
57.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
56.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
56.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
54.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
53.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
53.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
52.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
50.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
49.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
48.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
46.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
46.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
45.5
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
45.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
43.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
42.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
41.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
41.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
40.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
39.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
39.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
39.2
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
38.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
37.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
37.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
37.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
35.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
35.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
34.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
34.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
34.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
34.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
34.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
33.8
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
32.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
32.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
32.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
32.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
32.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
32.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
31.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
30.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
29.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
28.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
27.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
26.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
26.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
25.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
20.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
19.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 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.
MRFAP1L1 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
42.4
Number of samples
521
Samples
Sample
Description
TPM
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
78.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
75.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
74.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
72.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
72.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
72.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
71.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
68.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
68.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
67.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
67.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
66.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
66.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
66.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
66.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
66.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
65.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
65.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
64.9
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
64.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
64.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
63.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
63.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
63.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
63.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
62.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
62.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
62.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
62.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
61.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
61.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
61.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
60.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
60.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
60.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
60.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
60.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
60.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
60.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
60.2
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
60.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
60.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
59.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
59.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
59.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
59.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
59.3
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
59.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
59.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
59.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
59.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
59.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
58.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
58.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
58.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
58.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
58.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
58.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
58.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
57.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
57.5
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
57.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
57.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
56.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
56.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
56.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
56.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
56.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
56.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
56.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
56.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
56.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
56.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
56.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
56.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
56.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
55.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
55.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
55.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
55.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
55.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
55.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
55.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
55.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
55.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
55.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
54.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
54.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
54.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
54.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
54.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
54.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
54.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
53.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
53.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
53.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
53.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
53.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
53.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
53.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
53.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
53.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
53.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
53.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
53.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
52.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
52.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
52.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
52.3
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
52.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
52.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
51.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
51.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
51.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
51.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
51.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
51.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
51.4
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
51.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
51.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
51.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
51.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
50.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
50.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
50.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
50.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
50.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
50.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
50.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
50.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
50.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
50.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
50.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
50.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
50.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
49.9
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
49.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
49.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
49.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
49.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
49.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
49.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
49.5
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
49.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
49.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
49.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
49.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
49.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
49.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
48.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
48.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
48.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
48.7
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
48.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
48.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
48.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
48.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
48.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
48.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
48.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
48.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
48.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
48.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
48.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
48.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
48.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
48.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
48.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
48.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
48.1
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
48.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
48.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
48.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
47.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
47.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
47.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
47.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
47.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
47.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
47.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
47.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
47.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
47.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
47.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
47.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
47.0
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
46.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
46.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
46.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
46.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
46.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
46.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
46.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
46.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
46.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
46.4
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
46.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
46.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
46.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
46.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
46.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
46.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
45.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
45.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
45.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
45.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
45.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
45.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
45.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
45.4
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
45.4
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
45.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
45.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
45.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
44.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
44.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
44.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
44.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
44.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
44.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
44.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
44.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
44.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
44.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
44.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
44.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
44.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
44.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
44.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
44.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
44.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
43.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
43.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
43.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
43.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
43.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
43.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
43.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
43.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
43.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
43.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
43.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
43.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
43.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
43.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
43.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
42.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
42.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
42.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
42.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
42.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
42.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
42.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
42.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
42.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
42.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
42.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
42.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
42.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
42.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
42.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
42.4
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
42.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
42.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
42.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
42.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
42.1
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
42.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
42.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
41.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
41.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
41.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
41.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
41.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
41.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
41.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
41.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
41.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
41.5
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
41.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
41.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
41.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
41.3
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
41.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
41.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
41.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
41.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
41.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
41.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
41.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
40.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
40.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
40.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
40.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
40.7
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
40.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
40.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
40.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
40.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
40.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
40.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
40.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
40.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
40.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
40.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
40.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
40.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
40.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
40.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
40.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
40.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
39.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
39.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
39.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
39.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
39.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
39.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
39.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
39.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
39.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
39.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
38.7
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
38.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
38.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
38.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
38.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
38.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
38.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
38.2
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
38.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
38.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
38.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
38.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
38.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
38.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
37.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
37.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
37.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
37.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
37.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
37.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
37.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
36.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
36.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
36.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
36.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
36.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
36.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
36.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
36.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
36.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
36.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
36.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
36.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
36.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
36.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
35.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
35.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
35.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
35.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
35.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
35.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
35.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
35.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
35.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
35.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
35.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
35.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
35.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
35.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
35.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
35.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
35.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
35.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
35.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
35.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
35.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
34.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
34.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
34.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
34.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
34.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
34.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
34.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
34.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
34.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
34.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
34.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
34.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
33.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
33.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
33.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
33.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
33.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
33.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
33.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
33.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
33.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
33.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
33.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
33.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
33.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
33.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
32.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
32.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
32.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
32.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
32.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
32.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
32.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
32.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
32.2
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
32.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
32.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
32.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
32.0
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
32.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
31.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
31.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
31.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
31.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
31.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
31.0
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
30.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
30.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
30.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
30.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
30.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
30.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
30.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
30.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
30.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
30.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
30.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
30.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
30.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
29.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
29.9
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
29.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
29.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
29.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
29.6
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
29.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
29.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
29.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
29.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
29.2
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
29.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
29.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
29.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
29.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
28.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
28.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
28.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
28.7
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
28.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
28.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
28.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
28.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
28.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
28.5
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
28.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
28.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
28.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
27.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
27.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
27.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
27.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
27.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
27.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
27.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
27.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
26.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
26.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
26.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
25.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
25.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
25.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
25.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
25.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
25.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
25.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
25.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
25.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
24.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
24.6
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
24.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
24.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
24.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
23.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
23.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
23.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
23.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
23.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
23.3
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
22.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
22.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
22.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
22.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
21.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
21.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
21.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
21.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
20.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
20.3
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
19.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
19.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
19.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
19.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
18.9
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
18.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
18.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
18.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
17.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
16.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
16.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
14.3
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
14.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
13.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
13.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MRFAP1L1 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
42.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
71.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
66.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
66.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
64.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
63.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
63.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
63.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
62.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
60.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
60.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
60.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
59.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
58.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
57.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
56.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
56.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
56.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
56.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
53.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
53.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
53.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
53.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
52.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
52.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
52.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
51.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
50.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
50.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
50.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
50.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
49.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
49.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
49.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
48.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
48.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
48.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
48.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
48.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
47.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
47.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
47.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
46.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
45.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
45.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
44.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
44.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
44.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
43.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
42.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
42.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
41.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
41.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
41.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
41.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
41.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
41.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
40.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
39.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
39.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
39.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
38.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
37.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
37.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
37.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
37.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
36.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
36.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
36.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
36.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
36.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
35.9
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
35.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
35.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
35.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
35.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
34.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
33.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
32.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
32.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
31.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
31.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
30.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
29.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
29.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
28.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
28.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
28.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
28.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
28.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
26.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
26.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
25.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
24.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
23.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
22.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
21.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
20.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
17.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
17.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 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.
MRFAP1L1 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
39.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
95.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
91.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
83.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
82.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
82.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
82.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
80.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
78.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
77.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
77.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
69.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
67.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
67.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
66.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
65.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
65.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
65.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
64.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
62.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
62.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
60.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
60.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
59.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
59.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
59.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
58.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
58.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
58.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
57.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
57.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
57.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
57.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
56.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
56.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
55.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
55.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
55.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
55.4
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
55.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
54.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
54.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
54.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
53.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
53.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
53.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
52.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
52.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
52.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
52.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
51.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
51.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
51.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
51.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
51.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
50.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
50.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
50.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
50.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
49.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
49.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
49.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
49.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
48.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
48.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
48.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
48.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
47.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
47.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
47.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
47.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
47.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
46.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
46.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
46.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
46.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
46.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
46.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
46.2
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
46.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
45.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
45.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
44.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
44.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
44.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
44.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
44.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
44.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
44.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
44.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
44.0
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
43.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
43.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
43.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
42.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
42.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
42.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
42.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
42.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
42.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
42.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
42.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
42.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
41.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
41.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
41.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
41.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
41.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
40.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
40.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
40.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
40.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
40.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
40.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
40.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
40.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
40.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
40.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
40.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
40.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
39.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
39.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
39.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
39.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
39.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
39.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
39.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
39.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
38.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
38.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
38.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
38.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
38.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
38.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
38.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
38.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
38.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
38.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
38.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
38.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
38.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
37.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
37.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
37.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
37.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
37.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
37.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
37.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
36.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
36.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
36.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
36.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
36.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
36.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
36.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
36.3
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
36.3
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
36.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
36.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
36.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
35.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
35.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
35.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
35.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
35.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
35.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
35.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
35.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
35.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
35.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
35.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
34.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
34.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
34.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
34.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
34.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
33.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
33.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
33.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
33.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
33.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
33.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
33.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
33.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
32.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
32.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
32.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
32.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
32.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
32.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
32.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
32.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
32.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
32.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
32.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
32.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
31.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
31.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
31.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
31.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
31.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
31.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
31.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
31.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
31.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
30.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
30.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
30.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
30.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
29.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
29.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
29.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
29.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
29.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
29.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
29.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
28.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
28.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
28.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
28.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
28.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
27.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
27.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
27.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
27.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
27.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
27.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
27.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
27.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
27.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
27.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
27.3
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
27.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
27.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
27.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
26.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
26.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
26.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
26.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
26.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
26.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
26.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
25.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
25.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
24.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
24.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
24.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
23.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
23.8
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
23.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
23.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
23.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
22.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
22.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
22.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
22.1
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
22.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
22.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
21.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
20.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
20.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
19.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
18.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
18.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
18.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
17.6
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
17.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
16.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
16.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
15.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
15.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
13.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
13.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
13.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
10.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
10.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
10.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
8.7
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
2.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
1.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
The Human Protein Atlas project is funded
