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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.
MUL1 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
38.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
71.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
63.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
63.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
59.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
57.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
56.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
56.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
55.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
53.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
51.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
50.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
50.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
49.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
48.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
48.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
47.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
46.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
45.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
44.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
43.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
43.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
43.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
42.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
42.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
41.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
40.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
40.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
40.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
40.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
40.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
40.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
40.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
40.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
40.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
39.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
38.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
36.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
36.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
36.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
35.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
35.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
35.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
35.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
34.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
32.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
32.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
32.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
31.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
30.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
29.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
28.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
28.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
28.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
26.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
24.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
23.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
21.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
21.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
19.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
15.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
14.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
14.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
13.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 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.
MUL1 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
22.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
54.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
53.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
51.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
50.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
49.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
46.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
46.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
46.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
44.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
42.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
41.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
41.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
41.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
40.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
40.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
40.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
39.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
39.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
39.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
39.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
38.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
38.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
38.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
38.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
37.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
37.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
37.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
37.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
37.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
37.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
36.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
35.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
35.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
35.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
35.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
35.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
35.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
35.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
34.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
34.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
34.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
34.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
34.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
34.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
34.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
34.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
34.0
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
34.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
34.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
33.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
33.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
33.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
33.6
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
33.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
33.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
33.0
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
32.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
32.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
32.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
32.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
32.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
32.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
32.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
32.1
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
32.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
32.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
32.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
31.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
31.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
31.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
31.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
31.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
31.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
31.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
30.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
30.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
30.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
30.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
30.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
30.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
30.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
30.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
30.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
30.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
30.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
30.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
30.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
30.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
30.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
30.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
30.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
30.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
29.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
29.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
29.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
29.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
29.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
29.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
29.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
29.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
29.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
29.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
29.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
29.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
28.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
28.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
28.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
28.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
28.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
28.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
28.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
28.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
28.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
28.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
28.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
28.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
28.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
28.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
28.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
28.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
28.3
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
28.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
28.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
28.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
28.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
28.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
28.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
28.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
28.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
27.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
27.9
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
27.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
27.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
27.6
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
27.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
27.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
27.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
27.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
27.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
27.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
27.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
27.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
27.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
27.1
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
26.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
26.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
26.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
26.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
26.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
26.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
26.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
26.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
26.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
26.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
26.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
26.3
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
26.3
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
26.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
26.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
26.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
26.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
25.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
25.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
25.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
25.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
25.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
25.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
25.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
25.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
25.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
25.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
25.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
25.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
25.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
25.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
25.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
25.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
25.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
25.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
25.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
25.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
25.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
25.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
24.8
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
24.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
24.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
24.8
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
24.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
24.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
24.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
24.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
24.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
24.5
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
24.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
24.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
24.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
24.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
24.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
24.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
24.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
23.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
23.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
23.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
23.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
23.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
23.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
23.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
23.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
23.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
23.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
23.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
23.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
23.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
23.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
23.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
23.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
23.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
23.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
23.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
23.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
22.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
22.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
22.8
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
22.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
22.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
22.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
22.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
22.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
22.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
22.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
22.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
22.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
22.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
22.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
22.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
22.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
22.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
22.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
22.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
22.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
22.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
22.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
22.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
22.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
21.9
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
21.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
21.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
21.8
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
21.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
21.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
21.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
21.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
21.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
21.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
21.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
21.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
21.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
21.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
21.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
21.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
21.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
21.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
21.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
21.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
21.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
21.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
21.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
21.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
20.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
20.9
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
20.8
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
20.8
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
20.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
20.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
20.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
20.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
20.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
20.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
20.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
20.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
20.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
20.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
20.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
20.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
20.3
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
20.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
20.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
20.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
20.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
20.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
20.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
20.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
20.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
19.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
19.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
19.8
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
19.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
19.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
19.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
19.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
19.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
19.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
19.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
19.4
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
19.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
19.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
19.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
19.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
19.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
19.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
19.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
19.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
19.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
19.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
18.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
18.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
18.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
18.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
18.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
18.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
18.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
18.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
18.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
18.6
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
18.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
18.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
18.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
18.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
18.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
18.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
18.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
18.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
18.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
18.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
18.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
18.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
18.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
18.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
18.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
18.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
18.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
18.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
17.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
17.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
17.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
17.7
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
17.7
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
17.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
17.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
17.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
17.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
17.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
17.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
17.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
17.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
17.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
17.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
17.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
16.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
16.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
16.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
16.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
16.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
16.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
16.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
16.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
16.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
16.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
16.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
16.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
16.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
16.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
16.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
16.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
16.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
16.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
16.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
16.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
16.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
16.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
16.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
16.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
16.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
16.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
15.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
15.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
15.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
15.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
15.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
15.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
15.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
15.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
15.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
15.6
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
15.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
15.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
15.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
15.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
15.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
15.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
15.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
15.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
15.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
15.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
15.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
15.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
14.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
14.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
14.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
14.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
14.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
14.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.5
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
14.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
14.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
14.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
14.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
14.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
14.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
14.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
14.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
13.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
13.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
13.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
13.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
13.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
13.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
13.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
13.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
13.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
13.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
13.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
13.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
13.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
12.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
12.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
12.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
12.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
12.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
12.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
12.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
12.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
12.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
12.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
12.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
11.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
11.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
11.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
11.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
11.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
11.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
11.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
11.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
11.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
11.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
11.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
11.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
10.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
10.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
10.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
10.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
10.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
10.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
10.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
10.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
10.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
10.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
10.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
10.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
10.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
10.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
9.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
9.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
9.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
9.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
9.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
9.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
9.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
9.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
9.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
9.0
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
9.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
8.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
8.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
8.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
8.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
8.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
8.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
8.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
7.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
7.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
7.9
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
7.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
7.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
6.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.3
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
6.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
5.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
5.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
4.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
4.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
4.8
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 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.
MUL1 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
20.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
36.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
35.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
34.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
32.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
32.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
32.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
31.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
30.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
30.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
29.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
29.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
29.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
28.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
28.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
28.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
28.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
27.6
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
27.6
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
26.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
26.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
25.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
24.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
24.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
24.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
24.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
24.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
24.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
24.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
23.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
23.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
23.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
23.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
23.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
23.1
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
22.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
22.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
22.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
22.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
22.5
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
21.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
21.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
21.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
21.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
21.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
21.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
21.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
21.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
21.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
20.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
20.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
20.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
20.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
20.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
19.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
19.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
19.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
19.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
19.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
19.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
19.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
19.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
19.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
18.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
18.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
18.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
18.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
18.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
18.4
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
18.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
17.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
17.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
17.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
17.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
17.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
17.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
16.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
16.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
15.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
15.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
15.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
14.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
14.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
14.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
14.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
14.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
14.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
13.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
13.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
12.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
12.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
12.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
12.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
11.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
11.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
11.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
10.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
9.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MUL1 is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
26.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
93.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
52.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
51.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
51.1
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
50.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
50.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
48.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
46.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
46.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
45.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
45.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
45.6
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
45.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
44.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
43.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
43.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
42.7
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
42.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
42.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
41.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
41.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
41.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
41.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
40.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
40.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
40.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
39.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
39.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
39.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
39.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
39.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
38.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
38.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
38.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
38.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
38.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
38.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
37.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
37.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
37.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
37.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
36.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
36.8
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
36.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
36.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
36.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
36.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
36.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
36.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
35.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
35.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
35.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
35.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
35.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
34.9
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
34.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
34.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
34.7
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
34.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
34.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
34.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
34.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
34.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
33.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
33.6
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
33.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
33.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
32.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
32.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
32.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
32.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
32.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
32.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
32.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
32.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
32.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
32.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
32.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
32.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
32.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
32.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
31.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
31.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
31.4
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
31.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
31.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
30.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
30.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
30.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
30.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
30.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
30.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
30.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
30.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
30.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
30.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
30.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
30.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
30.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
29.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
29.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
29.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
29.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
29.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
29.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
29.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
29.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
29.2
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
29.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
29.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
29.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
28.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
28.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
28.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
28.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
28.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
28.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
28.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
28.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
28.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
28.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
27.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
27.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
27.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
27.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
27.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
27.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
27.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
27.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
27.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
27.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
27.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
27.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
27.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
26.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
26.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
26.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
26.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
26.2
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
26.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
26.1
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
25.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
25.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
25.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
25.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
25.4
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
25.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
25.3
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
25.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
25.0
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
24.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
24.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
24.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
24.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
24.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
24.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
24.2
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
24.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
23.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
23.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
23.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
23.7
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
23.7
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
23.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
23.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
22.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
22.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
22.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
22.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
22.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
22.1
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
22.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
22.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
22.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
22.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
22.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
22.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
22.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
22.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
21.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
21.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
21.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
21.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
21.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
21.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
21.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
20.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
20.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
20.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
20.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
20.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
20.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
20.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
19.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
19.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
19.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
19.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
19.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
19.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
19.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
19.6
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
19.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
19.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
19.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
19.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
19.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
19.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
19.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
18.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
18.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
18.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
18.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
18.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
18.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
18.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
18.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
17.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
17.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
17.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
17.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
17.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
17.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
17.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
17.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
17.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
16.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
16.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
16.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
16.3
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
16.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
16.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
16.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
16.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
16.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
15.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
15.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
15.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
15.5
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
15.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
15.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
15.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
15.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
15.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
15.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
15.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
14.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
14.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
14.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
14.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
14.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
14.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
14.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
14.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
14.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
14.0
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
13.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
13.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
13.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
12.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
11.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
11.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
11.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
11.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
10.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
10.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
10.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
10.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
10.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
10.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
10.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
9.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
9.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
9.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
9.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
8.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
8.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
7.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
6.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
5.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
4.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
4.7
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078660003
Tumor
1.1
CPT0025290003
Tumor
1.0
CPT0078510003
Tumor
1.0
CPT0065690003
Tumor
0.9
CPT0077310003
Tumor
0.8
CPT0066430001
Normal
0.7
CPT0081880003
Tumor
0.7
CPT0065930003
Tumor
0.7
CPT0002270011
Tumor
0.6
CPT0014350001
Normal
0.6
CPT0020120003
Tumor
0.6
CPT0092740003
Normal
0.5
CPT0006730001
Normal
0.5
CPT0078840001
Normal
0.5
CPT0088970003
Tumor
0.5
CPT0006950001
Normal
0.5
CPT0088780001
Normal
0.5
CPT0025170003
Tumor
0.5
CPT0023710001
Normal
0.5
CPT0012670003
Tumor
0.4
CPT0007320003
Tumor
0.4
CPT0065450001
Normal
0.4
CPT0000790001
Normal
0.4
CPT0092310003
Normal
0.4
CPT0079000001
Normal
0.4
CPT0019160001
Normal
0.4
CPT0023360001
Normal
0.4
CPT0000640003
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0017450001
Normal
0.3
CPT0000890001
Normal
0.3
CPT0081620001
Normal
0.3
CPT0082010001
Normal
0.3
CPT0001550001
Normal
0.3
CPT0088640003
Normal
0.3
CPT0087050003
Normal
0.3
CPT0007470001
Normal
0.3
CPT0012180003
Tumor
0.3
CPT0011410003
Tumor
0.3
CPT0092800003
Normal
0.3
CPT0092790003
Tumor
0.3
CPT0025920001
Normal
0.3
CPT0077500001
Normal
0.3
CPT0088710001
Normal
0.2
CPT0069010001
Normal
0.2
CPT0020020001
Normal
0.2
CPT0025060001
Normal
0.2
CPT0024670003
Tumor
0.2
CPT0077140001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0089020003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0086830003
Normal
0.2
CPT0079270003
Tumor
0.2
CPT0086890003
Normal
0.2
CPT0001350001
Normal
0.2
CPT0006530001
Normal
0.2
CPT0086820003
Tumor
0.1
CPT0026420001
Normal
0.1
CPT0087040003
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0078670001
Normal
0.1
CPT0012280003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0014370004
Tumor
0.1
CPT0086360003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0007870001
Normal
0.1
CPT0079180003
Tumor
0.1
CPT0079510001
Normal
0.1
CPT0001510001
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0088920001
Normal
0.1
CPT0025110003
Tumor
0.1
CPT0086370003
Normal
0.1
CPT0076350001
Normal
0.1
CPT0065820001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0063630003
Tumor
0.0
CPT0012290003
Normal
0.0
CPT0001190001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0069190001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0079430001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0001230001
Normal
0.0
CPT0010160003
Tumor
0.0
CPT0025050003
Tumor
0.0
CPT0089460004
Tumor
0.0
CPT0014450004
Tumor
0.0
CPT0014470001
Normal
0.0
CPT0078940001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0088690003
Tumor
0.0
CPT0092290003
Tumor
0.0
CPT0075560003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0010170001
Normal
0.0
CPT0012570003
Normal
0.0
CPT0025580004
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0012550003
Tumor
-0.1
CPT0002350011
Tumor
-0.1
CPT0001540009
Tumor
-0.1
CPT0075130003
Tumor
-0.1
CPT0019130003
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0066470004
Tumor
-0.1
CPT0012770003
Normal
-0.1
CPT0012090003
Normal
-0.1
CPT0023350003
Tumor
-0.1
CPT0076330003
Tumor
-0.1
CPT0018250001
Normal
-0.1
CPT0010120001
Normal
-0.1
CPT0069000003
Tumor
-0.1
CPT0020130001
Normal
-0.1
CPT0001220008
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0088760003
Tumor
-0.1
CPT0065870003
Tumor
-0.1
CPT0001270001
Normal
-0.2
CPT0078990003
Tumor
-0.2
CPT0075720003
Tumor
-0.2
CPT0017850003
Tumor
-0.2
CPT0000870016
Tumor
-0.2
CPT0081600003
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0077320001
Normal
-0.2
CPT0000660001
Normal
-0.2
CPT0012640003
Normal
-0.2
CPT0078830003
Tumor
-0.2
CPT0023690003
Tumor
-0.2
CPT0078530001
Normal
-0.2
CPT0026410003
Tumor
-0.2
CPT0079410003
Tumor
-0.2
CPT0079480003
Tumor
-0.2
CPT0025350003
Tumor
-0.2
CPT0064400001
Normal
-0.2
CPT0079300001
Normal
-0.2
CPT0009000003
Tumor
-0.2
CPT0000780007
Tumor
-0.2
CPT0025880003
Tumor
-0.2
CPT0001180009
Tumor
-0.2
CPT0088500001
Normal
-0.3
CPT0014160003
Tumor
-0.3
CPT0088480003
Tumor
-0.3
CPT0012080003
Tumor
-0.3
CPT0006900003
Tumor
-0.3
CPT0071150004
Tumor
-0.3
CPT0001260009
Tumor
-0.3
CPT0092160003
Tumor
-0.3
CPT0012370003
Tumor
-0.3
CPT0024680001
Normal
-0.3
CPT0012920003
Normal
-0.3
CPT0077110003
Tumor
-0.3
CPT0009080003
Normal
-0.3
CPT0010110003
Tumor
-0.4
CPT0065430003
Tumor
-0.4
CPT0086870003
Tumor
-0.4
CPT0081990003
Tumor
-0.4
CPT0001340003
Tumor
-0.4
CPT0019990003
Tumor
-0.4
CPT0077490003
Tumor
-0.4
CPT0089040001
Normal
-0.4
CPT0069160003
Tumor
-0.4
CPT0007860003
Tumor
-0.4
CPT0006630003
Tumor
-0.4
CPT0063320003
Tumor
-0.4
CPT0086950003
Tumor
-0.4
CPT0011240003
Tumor
-0.4
CPT0092190003
Normal
-0.4
CPT0084560003
Tumor
-0.5
CPT0092730003
Tumor
-0.5
CPT0009020003
Normal
-0.5
CPT0015910003
Tumor
-0.5
CPT0088550004
Tumor
-0.6
CPT0009060003
Tumor
-0.6
CPT0012900004
Tumor
-0.6
CPT0021240003
Tumor
-0.6
CPT0017410003
Tumor
-0.9
CPT0078800003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025230003
Tumor
N/A
CPT0079230003
Tumor
N/A
CPT0015810003
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0015730003
Tumor
N/A
CPT0085670003
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
