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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.
MCCC1 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
14.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
74.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
48.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
41.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
38.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
31.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
29.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
26.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
25.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
23.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
22.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
22.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
22.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
22.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
22.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
20.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
20.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
20.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
19.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
18.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
17.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
16.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
16.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
15.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
15.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
15.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
14.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
11.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
11.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
11.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
11.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
11.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
10.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
10.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
10.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
10.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
9.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
8.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
8.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
7.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
7.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
6.9
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
6.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
5.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
5.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
5.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
5.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
5.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
5.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
5.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
4.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
3.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
3.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
3.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
2.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
2.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
1.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
1.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
1.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
0.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
0.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 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.
MCCC1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
82.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
78.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
66.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
57.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
39.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
37.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
36.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
34.6
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
34.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
32.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
32.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
32.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
30.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
30.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
30.0
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
29.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
29.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
29.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
29.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
29.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
29.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
28.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
28.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
28.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
27.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
27.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
26.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
26.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
26.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
26.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
26.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
25.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
25.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
25.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
25.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
25.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
25.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
25.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
25.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
25.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
25.1
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
25.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
25.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
25.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
24.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
24.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
24.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
24.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
24.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
24.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
24.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
24.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
24.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
23.9
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
23.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
23.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
23.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
23.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
23.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
23.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
23.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
23.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
23.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
23.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
23.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
23.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
23.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
23.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
22.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
22.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
22.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
22.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
22.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
22.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
22.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
22.4
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
22.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
22.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
22.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
22.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
22.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
22.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
22.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
22.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
22.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
21.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
21.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
21.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
21.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
21.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
21.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
21.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
21.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
21.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
21.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
21.1
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
21.0
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
20.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
20.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
20.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
20.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
20.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
20.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
20.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
20.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
20.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
20.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
20.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
20.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
20.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
20.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
20.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
20.0
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
20.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
19.9
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
19.9
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
19.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
19.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
19.7
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
19.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
19.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
19.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
19.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
19.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
19.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
19.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
19.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
19.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
19.2
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
19.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
19.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
19.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
18.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
18.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
18.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
18.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
18.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
18.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
18.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
18.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
18.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
18.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
18.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
18.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
17.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
17.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
17.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
17.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
17.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
17.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
17.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
17.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
17.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
17.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
17.6
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
17.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
17.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
17.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
17.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
17.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
17.4
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
17.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
17.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
17.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
17.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
17.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
17.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
17.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
17.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
16.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
16.8
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
16.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
16.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
16.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
16.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
16.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
16.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
16.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
16.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
16.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
16.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
16.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
16.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
16.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
16.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
16.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
16.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
16.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
16.2
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
16.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
16.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
15.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
15.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
15.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
15.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
15.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
15.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
15.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
15.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
15.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
15.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
15.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
15.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
15.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
15.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
15.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
15.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
15.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
14.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
14.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
14.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
14.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
14.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
14.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
14.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
14.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
14.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
14.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
14.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
14.4
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
14.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
14.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
14.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
14.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
14.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
14.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
14.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
14.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
14.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
14.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
14.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
14.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
13.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
13.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
13.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
13.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
13.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
13.6
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
13.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
13.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
13.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
13.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
13.4
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
13.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
13.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
13.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
13.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
13.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
13.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
13.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
13.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
13.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
13.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
13.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
13.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
12.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
12.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
12.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
12.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
12.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
12.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
12.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
12.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
12.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
12.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
12.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
12.7
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
12.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
12.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
12.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
12.6
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
12.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
12.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
12.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
12.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
12.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
12.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
12.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
12.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
12.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
12.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
12.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
12.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
12.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
12.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
12.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
12.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
12.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
11.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
11.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
11.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
11.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
11.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
11.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
11.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
11.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
11.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
11.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
11.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
11.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
11.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
11.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
11.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
11.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
11.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
11.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
11.2
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
11.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
11.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
11.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
11.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
11.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
11.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
10.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
10.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
10.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
10.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
10.7
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
10.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
10.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
10.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
10.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
10.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
10.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
10.5
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
10.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
10.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
10.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
10.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
10.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
10.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
10.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
10.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
10.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
10.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
10.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
10.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
10.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
10.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
10.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
9.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
9.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
9.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
9.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
9.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
9.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
9.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
9.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
9.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
9.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
9.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
9.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
9.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
9.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
9.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
9.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
9.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
9.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
9.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
9.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
9.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
9.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
8.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
8.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
8.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
8.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
8.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
8.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
8.6
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
8.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
8.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
8.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
8.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
8.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
8.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
8.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
8.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
8.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
8.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
8.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
8.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
8.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
7.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
7.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
7.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
7.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
7.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
7.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
7.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
7.7
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
7.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
7.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
7.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
7.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
7.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
7.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
7.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
7.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
7.0
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
6.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
6.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
6.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
6.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
6.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
6.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
6.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
6.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
6.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
6.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
6.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
6.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
6.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
6.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
6.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
6.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
6.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
6.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
6.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
6.4
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
6.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
6.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
6.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
6.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
6.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
6.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
6.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
6.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
6.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
6.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
6.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
5.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
5.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
5.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
5.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
5.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
5.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
5.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
5.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
5.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
5.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
5.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
5.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
5.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
5.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
5.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
5.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
4.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
4.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
4.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
4.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
4.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
4.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
4.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
4.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
4.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
4.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
4.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
4.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
4.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
4.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
4.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
4.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
4.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
4.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
4.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
4.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
4.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
4.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
3.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
3.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
3.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
3.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
3.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
3.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
3.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
3.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
3.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
3.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
3.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
3.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
3.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
3.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
3.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
3.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
3.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.0
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
3.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
2.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
2.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
2.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
2.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
2.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
2.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
2.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
1.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
1.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
1.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
1.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
1.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
1.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
1.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
1.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
1.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 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.
MCCC1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
20.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
82.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
39.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
37.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
37.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
36.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
35.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
34.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
33.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
31.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
31.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
31.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
30.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
29.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
28.8
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
28.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
28.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
28.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
27.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
27.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
27.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
26.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
26.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
26.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
25.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
25.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
24.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
24.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
24.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
24.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
23.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
23.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
23.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
22.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
22.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
22.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
22.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
22.4
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
22.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
22.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
22.1
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
21.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
21.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
21.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
20.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
20.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
20.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
20.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
20.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
20.0
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
19.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
19.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
19.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
18.9
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
18.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
18.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
18.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
18.0
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
18.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
17.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
17.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
17.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
16.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
16.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
16.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
16.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
16.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
15.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
15.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
15.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
15.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
14.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
13.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
13.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
13.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
12.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
12.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
12.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
12.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
11.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
11.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
11.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
10.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
9.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
9.6
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
9.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
9.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
9.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
9.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
9.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
8.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
8.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
8.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
7.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
7.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
6.8
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.
MCCC1 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
18.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
156.6
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
95.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
75.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
60.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
55.5
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
54.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
53.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
52.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
51.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
50.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
50.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
49.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
49.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
48.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
46.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
46.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
46.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
45.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
44.9
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
44.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
44.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
42.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
41.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
41.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
40.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
39.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
38.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
38.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
37.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
37.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
37.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
36.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
36.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
35.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
35.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
35.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
35.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
35.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
34.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
34.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
34.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
33.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
33.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
33.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
33.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
33.1
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
32.8
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
31.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
31.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
31.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
31.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
31.0
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
31.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
30.1
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
29.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
29.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
28.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
28.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
28.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
28.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
27.9
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
27.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
27.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
27.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
26.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
26.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
26.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
26.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
26.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
26.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
26.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
26.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
25.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
25.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
25.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
25.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
25.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
24.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
24.8
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
24.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
24.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
24.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
24.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
24.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
24.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
23.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
23.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
23.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
23.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
23.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
22.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
22.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
22.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
22.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
21.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
21.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
21.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
21.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
21.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
21.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
21.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
20.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
20.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
20.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
20.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
20.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
20.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
20.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
19.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
19.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
19.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
19.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
19.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
19.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
19.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
19.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
19.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
19.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
19.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
19.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
18.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
18.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
18.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
18.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
18.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
18.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
18.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
18.4
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
18.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
18.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
17.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
17.7
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
17.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
17.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
17.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
17.5
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
17.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.4
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
17.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
17.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
17.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
17.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
17.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
16.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
16.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
16.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
16.1
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
15.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
15.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
15.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
15.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
15.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
15.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
14.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
13.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
13.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
12.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
12.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
12.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
12.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
12.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
12.4
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
12.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
12.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
12.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
12.1
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
11.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
11.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
11.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
10.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
10.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
10.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
10.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
10.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
10.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
10.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
10.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
10.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
10.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
10.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
9.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
9.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
9.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
9.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
9.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
9.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
9.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
8.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
8.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
8.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
8.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
8.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
8.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
8.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
7.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
7.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
6.8
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
6.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
6.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
6.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
6.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
6.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
6.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
6.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
6.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
5.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
5.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
5.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
5.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
5.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
5.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
5.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
5.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
5.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
5.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
5.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
5.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
4.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
4.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
4.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
3.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
3.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
3.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
3.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
3.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
2.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
2.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
2.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
2.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
2.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
2.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
2.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
2.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
2.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
1.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
1.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
1.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
0.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
0.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
0.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
0.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
0.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
0.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
0.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
0.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
0.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0002270011
Tumor
1.4
CPT0012770003
Normal
1.1
CPT0009080003
Normal
1.1
CPT0065450001
Normal
1.1
CPT0069010001
Normal
1.0
CPT0078670001
Normal
1.0
CPT0000790001
Normal
1.0
CPT0026420001
Normal
1.0
CPT0077140001
Normal
0.9
CPT0088920001
Normal
0.9
CPT0006950001
Normal
0.9
CPT0077500001
Normal
0.9
CPT0078940001
Normal
0.9
CPT0023710001
Normal
0.9
CPT0078530001
Normal
0.9
CPT0089480003
Normal
0.8
CPT0012090003
Normal
0.8
CPT0079000001
Normal
0.8
CPT0020130001
Normal
0.8
CPT0013790003
Normal
0.8
CPT0079430001
Normal
0.8
CPT0088780001
Normal
0.8
CPT0092800003
Normal
0.8
CPT0081620001
Normal
0.8
CPT0010170001
Normal
0.8
CPT0025610001
Normal
0.8
CPT0007870001
Normal
0.7
CPT0088640003
Normal
0.7
CPT0066430001
Normal
0.7
CPT0009020003
Normal
0.7
CPT0092310003
Normal
0.7
CPT0088710001
Normal
0.7
CPT0088500001
Normal
0.7
CPT0078840001
Normal
0.7
CPT0089040001
Normal
0.7
CPT0006730001
Normal
0.6
CPT0023360001
Normal
0.6
CPT0092740003
Normal
0.6
CPT0007470001
Normal
0.6
CPT0064400001
Normal
0.6
CPT0012570003
Normal
0.6
CPT0086370003
Normal
0.6
CPT0087050003
Normal
0.6
CPT0086970003
Normal
0.6
CPT0025060001
Normal
0.6
CPT0082010001
Normal
0.6
CPT0063330001
Normal
0.6
CPT0025920001
Normal
0.6
CPT0014350001
Normal
0.5
CPT0086890003
Normal
0.5
CPT0020020001
Normal
0.5
CPT0024680001
Normal
0.5
CPT0063640001
Normal
0.5
CPT0002370001
Normal
0.5
CPT0018250001
Normal
0.5
CPT0078660003
Tumor
0.5
CPT0000890001
Normal
0.4
CPT0019160001
Normal
0.4
CPT0086830003
Normal
0.4
CPT0001230001
Normal
0.4
CPT0001550001
Normal
0.4
CPT0069190001
Normal
0.4
CPT0012640003
Normal
0.4
CPT0076350001
Normal
0.4
CPT0075570001
Normal
0.3
CPT0012290003
Normal
0.3
CPT0014470001
Normal
0.3
CPT0001510001
Normal
0.3
CPT0012920003
Normal
0.3
CPT0017450001
Normal
0.2
CPT0088570001
Normal
0.2
CPT0065820001
Normal
0.2
CPT0079300001
Normal
0.2
CPT0079180003
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0066520001
Normal
0.1
CPT0014130001
Normal
0.1
CPT0006530001
Normal
0.0
CPT0079510001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0001500009
Tumor
-0.1
CPT0010120001
Normal
-0.1
CPT0001350001
Normal
-0.2
CPT0012670003
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0024670003
Tumor
-0.3
CPT0025050003
Tumor
-0.3
CPT0078800003
Tumor
-0.3
CPT0012900004
Tumor
-0.3
CPT0077310003
Tumor
-0.4
CPT0019990003
Tumor
-0.4
CPT0023350003
Tumor
-0.4
CPT0012180003
Tumor
-0.4
CPT0001270001
Normal
-0.5
CPT0078510003
Tumor
-0.5
CPT0015730003
Tumor
-0.5
CPT0088480003
Tumor
-0.5
CPT0089460004
Tumor
-0.5
CPT0000780007
Tumor
-0.6
CPT0020120003
Tumor
-0.6
CPT0075560003
Tumor
-0.6
CPT0009060003
Tumor
-0.6
CPT0001540009
Tumor
-0.6
CPT0006900003
Tumor
-0.6
CPT0026410003
Tumor
-0.6
CPT0087040003
Tumor
-0.7
CPT0012280003
Tumor
-0.7
CPT0079410003
Tumor
-0.7
CPT0092290003
Tumor
-0.7
CPT0014160003
Tumor
-0.7
CPT0089020003
Tumor
-0.7
CPT0063320003
Tumor
-0.7
CPT0066470004
Tumor
-0.7
CPT0088970003
Tumor
-0.8
CPT0064370003
Tumor
-0.8
CPT0088690003
Tumor
-0.8
CPT0066480003
Tumor
-0.8
CPT0009000003
Tumor
-0.8
CPT0012550003
Tumor
-0.8
CPT0077320001
Normal
-0.8
CPT0023690003
Tumor
-0.8
CPT0010110003
Tumor
-0.8
CPT0012080003
Tumor
-0.8
CPT0069000003
Tumor
-0.9
CPT0078830003
Tumor
-0.9
CPT0011240003
Tumor
-0.9
CPT0078930003
Tumor
-0.9
CPT0025170003
Tumor
-0.9
CPT0015910003
Tumor
-0.9
CPT0014370004
Tumor
-0.9
CPT0081600003
Tumor
-0.9
CPT0077490003
Tumor
-0.9
CPT0000870016
Tumor
-0.9
CPT0075130003
Tumor
-0.9
CPT0065430003
Tumor
-0.9
CPT0007320003
Tumor
-0.9
CPT0025580004
Tumor
-1.0
CPT0006440003
Tumor
-1.0
CPT0084590001
Normal
-1.0
CPT0075720003
Tumor
-1.0
CPT0092190003
Normal
-1.0
CPT0086360003
Tumor
-1.0
CPT0021240003
Tumor
-1.0
CPT0088630003
Tumor
-1.0
CPT0007860003
Tumor
-1.0
CPT0001260009
Tumor
-1.0
CPT0071150004
Tumor
-1.0
CPT0076330003
Tumor
-1.0
CPT0079270003
Tumor
-1.0
CPT0086870003
Tumor
-1.1
CPT0001220008
Tumor
-1.1
CPT0012370003
Tumor
-1.1
CPT0092790003
Tumor
-1.1
CPT0063630003
Tumor
-1.1
CPT0069160003
Tumor
-1.1
CPT0025110003
Tumor
-1.1
CPT0002350011
Tumor
-1.1
CPT0079480003
Tumor
-1.1
CPT0086950003
Tumor
-1.1
CPT0086820003
Tumor
-1.1
CPT0065810003
Tumor
-1.1
CPT0019130003
Tumor
-1.1
CPT0006630003
Tumor
-1.1
CPT0088760003
Tumor
-1.1
CPT0081990003
Tumor
-1.2
CPT0085670003
Tumor
-1.2
CPT0000640003
Tumor
-1.2
CPT0025880003
Tumor
-1.2
CPT0077110003
Tumor
-1.2
CPT0010160003
Tumor
-1.3
CPT0017850003
Tumor
-1.3
CPT0092160003
Tumor
-1.3
CPT0088900003
Tumor
-1.3
CPT0065750003
Tumor
-1.3
CPT0025230003
Tumor
-1.3
CPT0014450004
Tumor
-1.3
CPT0078990003
Tumor
-1.3
CPT0088550004
Tumor
-1.4
CPT0015810003
Tumor
-1.4
CPT0017410003
Tumor
-1.4
CPT0092730003
Tumor
-1.4
CPT0081880003
Tumor
-1.5
CPT0086030003
Tumor
-1.5
CPT0011410003
Tumor
-1.5
CPT0025290003
Tumor
-1.5
CPT0065870003
Tumor
-1.5
CPT0065930003
Tumor
-1.6
CPT0025350003
Tumor
-1.6
CPT0084560003
Tumor
-1.6
CPT0079230003
Tumor
-1.6
CPT0001180009
Tumor
-1.7
CPT0065690003
Tumor
-1.8
CPT0001340003
Tumor
-1.9
CPT0079380003
Tumor
-2.2
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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
