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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.
MMUT 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
16.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
70.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
45.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
45.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
30.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
30.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
29.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
28.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
26.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
25.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
23.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
22.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
22.1
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
21.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
21.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
21.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
21.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
20.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
20.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
20.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
20.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
19.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
19.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
19.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
17.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
17.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
16.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
16.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
15.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
15.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
14.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
14.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
13.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
13.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
12.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
12.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
12.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
12.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
12.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
11.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
11.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
11.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
11.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
11.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
11.4
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
11.2
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
10.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
10.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
9.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
9.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
9.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
9.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
9.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
9.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
7.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
7.1
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
6.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
6.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
6.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
6.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
6.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
6.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 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.
MMUT 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
15.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
74.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
52.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
47.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
45.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
40.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
39.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
38.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
37.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
37.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
37.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
36.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
36.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
36.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
36.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
35.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
34.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
33.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
33.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
32.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
32.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
32.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
32.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
32.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
31.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
31.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
30.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
30.2
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
30.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
30.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
29.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
29.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
29.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
29.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
29.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
28.9
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
28.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
27.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
27.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
27.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
27.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
27.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
27.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
27.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
27.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
26.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
26.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
26.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
26.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
26.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
26.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
26.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
26.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
25.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
25.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
25.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
25.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
25.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
25.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
25.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
24.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
24.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
24.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
24.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
24.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
24.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
24.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
24.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
24.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
24.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
24.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
24.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
24.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
24.2
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
24.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
24.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
24.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
24.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
23.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
23.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
23.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
23.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
23.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
23.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
23.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
23.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
23.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
23.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
23.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
23.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
23.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
23.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
23.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
23.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
23.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
22.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
22.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
22.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
22.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
22.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
22.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
22.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
22.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
22.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
22.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
22.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
22.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
22.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
21.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
21.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
21.8
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
21.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
21.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
21.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
21.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
21.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
21.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
21.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
21.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
21.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
21.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
21.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
21.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
20.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
20.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
20.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
20.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
20.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
20.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
20.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
20.6
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
20.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
20.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
20.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
20.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
20.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
20.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
20.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
20.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
20.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
20.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
20.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
19.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
19.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
19.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
19.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
19.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
19.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
19.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
19.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
19.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
19.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
19.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
19.2
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
19.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
19.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
19.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
19.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.0
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
19.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
19.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
18.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
18.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
18.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
18.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
18.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
18.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
18.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
18.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
18.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
18.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
18.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
18.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
18.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
18.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
18.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
17.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
17.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
17.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
17.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
17.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
17.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
17.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
17.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
17.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
17.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
17.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
17.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
17.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
17.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
17.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
17.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
17.2
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
17.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
17.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
17.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
17.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
17.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
16.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
16.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
16.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
16.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
16.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
16.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
16.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
16.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
16.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
16.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
16.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
16.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
16.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
16.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
16.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
16.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
16.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
16.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
16.2
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
16.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
16.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
15.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
15.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
15.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
15.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
15.8
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
15.8
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
15.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
15.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
15.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
15.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
15.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
15.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
15.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
15.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
15.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
15.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
15.6
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
15.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
15.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
15.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
15.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
15.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
15.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
15.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
15.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
15.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
15.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
15.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
14.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
14.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
14.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
14.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
14.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
14.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
14.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
14.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
14.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
14.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
14.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
14.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
14.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
14.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
14.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
14.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
14.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
14.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
14.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
14.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
14.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
14.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
14.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
14.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
14.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
14.1
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
14.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
14.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
14.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
14.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
13.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
13.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
13.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
13.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
13.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
13.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
13.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
13.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
13.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
13.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
13.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
13.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
13.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
13.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
13.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
13.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
13.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
13.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
13.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
13.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
13.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
13.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
13.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
13.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
13.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
13.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
13.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
13.1
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
13.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
13.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
13.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
13.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
13.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
13.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
13.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
12.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
12.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
12.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
12.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
12.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
12.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
12.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
12.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
12.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
12.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
12.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
12.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
12.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
12.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
12.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
12.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
12.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
11.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
11.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
11.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
11.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
11.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
11.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
11.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
11.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
11.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
11.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
11.5
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
11.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
11.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
11.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
11.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
11.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
11.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
11.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
11.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
11.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
11.4
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
11.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
11.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
11.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
11.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
11.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
11.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
10.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
10.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
10.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
10.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
10.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
10.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
10.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
10.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
10.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
10.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
10.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
10.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
10.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
10.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
9.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
9.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
9.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
9.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
9.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
9.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
9.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
9.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
9.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
9.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
9.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
9.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
9.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
9.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
9.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
9.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
9.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
9.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
9.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
9.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
8.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
8.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
8.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
8.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
8.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
8.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
8.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
8.7
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
8.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
8.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
8.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
8.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
8.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
8.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
8.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
8.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
8.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
8.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
8.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
8.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
8.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
8.1
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
8.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
8.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
8.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
8.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
7.9
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
7.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
7.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
7.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
7.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
7.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
7.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
7.5
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
7.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
7.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
7.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
7.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
7.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
7.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
7.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
7.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
7.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
7.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
7.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
7.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
7.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
6.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
6.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
6.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
6.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
6.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
6.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
6.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
6.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
6.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
6.4
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
6.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
6.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
6.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
6.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
6.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
6.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
6.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
6.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
6.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
6.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
6.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
6.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
6.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
5.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
5.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
5.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
5.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
5.8
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
5.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
5.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
5.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
5.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
5.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
5.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
5.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
5.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
5.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
5.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
5.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
4.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
4.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
4.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
4.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
4.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
4.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
4.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
4.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
4.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
4.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
3.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
3.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
3.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
3.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
3.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
3.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
2.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
2.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
2.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
2.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.2
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.1
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
1.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MMUT 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
21.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
40.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
38.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
37.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
37.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
36.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
36.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
35.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
35.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
33.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
33.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
32.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
32.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
32.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
32.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
30.2
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
29.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
29.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
29.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
29.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
29.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
28.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
27.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
27.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
27.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
26.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
26.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
26.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
26.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
26.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
25.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
25.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
25.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
24.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
24.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
24.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
24.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
23.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
23.6
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
23.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
23.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
22.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
22.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
22.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
22.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
21.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
21.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
21.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
21.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
21.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
21.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
21.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
20.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
20.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
19.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
19.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
19.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
18.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
18.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
18.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
18.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
18.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
18.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
17.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
16.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
16.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
16.6
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
16.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
16.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
16.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
15.7
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
15.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
14.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
14.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
14.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
14.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
14.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
13.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
12.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
12.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
12.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
12.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
11.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
11.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
10.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
10.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
9.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
9.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
9.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
9.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
9.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
9.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
8.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
7.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
7.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
6.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
6.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MMUT 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
16.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
65.7
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
65.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
54.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
53.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
51.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
48.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
45.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
39.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
39.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
39.2
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
36.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
36.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
36.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
35.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
35.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
35.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
34.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
33.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
33.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
33.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
32.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
32.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
31.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
30.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
29.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
29.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
29.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
28.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
28.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
28.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
28.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
28.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
28.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
27.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
27.8
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
27.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
27.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
26.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
26.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
26.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
26.3
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
26.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
25.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
25.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
24.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
24.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
24.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
23.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
23.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
23.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
23.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
23.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
23.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
23.0
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
22.9
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
22.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
22.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
22.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
22.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
22.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
22.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
22.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
22.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
22.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
22.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
21.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
21.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
21.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
21.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
21.6
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
21.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
21.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
21.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
21.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
21.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
20.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
20.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
20.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
20.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
20.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
20.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
20.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
20.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
20.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
19.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
19.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
19.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
19.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
19.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
19.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
19.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
18.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
18.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
18.5
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
18.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
18.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
18.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
18.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
18.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
18.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
17.9
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
17.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
17.9
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
17.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
17.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
17.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
17.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
17.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
17.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
17.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
17.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
17.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
17.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
17.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
16.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
16.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
16.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
16.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
16.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
16.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
16.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
16.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
16.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
16.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
16.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
16.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
16.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
16.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
15.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
15.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
15.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
15.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
15.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
15.5
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
15.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
15.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
15.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
15.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
15.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
15.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
15.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
15.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
14.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
14.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
14.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
14.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
14.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
14.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
14.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
14.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
14.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
14.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
14.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
14.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
14.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
13.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
13.9
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
13.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
13.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
13.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
13.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
13.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
13.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
13.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
13.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
13.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
13.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
13.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
12.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
12.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
12.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
12.6
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
12.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
12.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
12.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
12.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
12.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
11.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
11.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
11.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
11.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
11.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
11.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
11.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
11.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
10.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
10.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
10.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
10.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
10.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
10.5
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
10.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
10.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
10.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
10.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
10.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
9.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
9.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
9.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
9.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
9.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
9.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
9.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
9.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
9.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
9.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
9.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
9.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
9.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
9.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
9.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
9.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
8.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
8.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
8.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
8.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
8.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
8.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
8.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
8.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
8.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
7.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
7.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
7.6
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
7.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
7.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
7.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
7.5
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
7.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
7.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
7.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
7.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
7.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
7.0
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
7.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
6.9
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
6.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
6.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
6.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
6.5
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
6.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
6.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
6.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
6.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
5.7
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
5.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
5.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
5.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
5.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
5.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
5.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
4.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
4.8
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
4.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
4.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
4.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
4.1
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
4.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
3.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
3.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
3.5
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
3.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
3.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
2.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.7
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
1.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
1.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
1.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
