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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.
NUMB 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
36.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
107.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
90.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
80.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
76.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
75.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
71.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
70.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
58.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
54.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
54.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
53.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
51.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
50.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
48.5
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
47.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
46.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
45.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
44.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
42.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
40.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
40.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
40.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
38.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
37.5
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
37.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
36.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
34.5
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
34.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
32.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
31.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
31.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
30.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
30.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
29.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
29.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
28.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
27.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
26.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
25.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
25.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
25.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
24.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
24.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
24.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
24.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
24.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
24.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
23.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
23.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
23.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
23.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
20.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
20.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
20.5
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
20.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
20.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
18.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
17.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
16.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
16.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
16.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
16.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
15.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
NUMB is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
37.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
200.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
102.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
97.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
94.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
88.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
85.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
84.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
82.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
82.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
80.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
79.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
78.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
78.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
78.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
77.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
77.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
76.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
75.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
74.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
74.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
74.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
73.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
73.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
71.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
71.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
70.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
70.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
69.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
69.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
68.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
68.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
68.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
67.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
66.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
66.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
66.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
66.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
66.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
66.0
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
66.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
65.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
65.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
65.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
65.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
65.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
64.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
64.3
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
64.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
64.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
63.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
63.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
63.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
63.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
62.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
61.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
61.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
61.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
60.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
60.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
59.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
59.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
59.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
59.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
59.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
59.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
59.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
59.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
58.8
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
58.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
58.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
58.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
58.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
58.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
57.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
57.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
57.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
56.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
56.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
56.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
56.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
56.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
56.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
56.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
56.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
56.1
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
55.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
55.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
55.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
55.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
55.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
55.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
55.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
54.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
54.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
54.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
54.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
53.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
53.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
53.8
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
53.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
53.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
52.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
52.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
52.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
52.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
52.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
52.4
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
52.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
52.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
51.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
51.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
51.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
51.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
51.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
50.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
50.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
50.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
50.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
50.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
50.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
50.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
50.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
50.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
49.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
49.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
49.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
49.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
49.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
49.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
49.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
48.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
48.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
48.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
48.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
48.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
48.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
48.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
48.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
48.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
48.0
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
47.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
47.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
47.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
47.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
47.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
47.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
47.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
47.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
47.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
47.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
46.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
46.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
46.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
46.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
46.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
46.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
46.1
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
46.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
46.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
45.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
45.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
45.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
45.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
45.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
44.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
44.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
44.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
44.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
44.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
43.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
43.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
43.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
43.7
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
43.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
43.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
43.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
43.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
43.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
43.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
43.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
43.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
43.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
42.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
42.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
42.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
42.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
42.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
42.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
42.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
42.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
42.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
41.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
41.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
41.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
41.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
41.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
41.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
41.1
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
41.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
40.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
40.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
40.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
40.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
40.7
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
40.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
40.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
40.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
40.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
40.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
40.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
40.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
40.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
40.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
39.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
39.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
39.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
39.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
39.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
39.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
39.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
39.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
39.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
39.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
39.1
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
39.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
38.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
38.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
38.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
38.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
38.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
38.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
38.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
37.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
37.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
37.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
37.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
37.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
37.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
37.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
37.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
36.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
36.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
36.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
36.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
36.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
36.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
36.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
36.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
36.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
36.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
36.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
35.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
35.8
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
35.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
35.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
35.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
35.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
35.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
35.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
35.4
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
35.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
35.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
35.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
35.2
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
35.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
35.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
34.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
34.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
34.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
34.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
34.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
34.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
34.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
34.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
34.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
34.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
34.1
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
34.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
33.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
33.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
33.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
33.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
33.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
33.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
33.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
33.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
33.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
32.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
32.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
32.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
32.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
32.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
32.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
32.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
32.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
32.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
32.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
32.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
31.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
31.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
31.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
31.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
31.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
31.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
31.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
31.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
30.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
30.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
30.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
30.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
30.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
30.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
30.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
30.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
30.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
30.0
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
30.0
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
29.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
29.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
29.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
29.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
29.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
29.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
29.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
29.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
29.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
29.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
28.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
28.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
28.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
28.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
28.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
28.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
28.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
28.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
28.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
28.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
28.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
27.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
27.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
27.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
27.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
27.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
27.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
27.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
27.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
27.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
27.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
27.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
27.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
27.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
27.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
27.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
27.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
27.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
26.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
26.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
26.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
26.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
26.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
26.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
26.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
26.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
26.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
26.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
26.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
26.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
26.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
26.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
26.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
25.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
25.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
25.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
25.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
25.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
25.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
25.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
25.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
25.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
25.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
24.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
24.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
24.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
24.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
24.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
24.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
24.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
24.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
24.3
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
24.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
24.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
24.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
24.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
23.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
23.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
23.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
23.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
23.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
23.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
23.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
23.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
23.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
23.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
22.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
22.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
22.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
22.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
22.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
22.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
22.4
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
22.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
22.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
22.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
21.9
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
21.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
21.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
21.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
21.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
21.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
21.1
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
21.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
20.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
20.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
20.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
20.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
20.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
20.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
20.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
20.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
20.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
20.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
20.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
20.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
19.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
19.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
19.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
19.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
19.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
19.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
19.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
19.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
19.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
18.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
18.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
18.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
18.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
18.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
18.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
18.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
18.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
18.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
17.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
17.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
17.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
17.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
17.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
16.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
16.9
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
16.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
16.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
16.7
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
16.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
16.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
15.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
15.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
15.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
15.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
15.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
15.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
15.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
15.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
15.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
15.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
15.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
15.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
15.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
15.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
15.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
14.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
14.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
14.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
14.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
14.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
14.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
14.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
13.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
13.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
13.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
13.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
13.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
13.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
13.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
12.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
12.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
12.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
12.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
12.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
12.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
11.9
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
11.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
11.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
11.5
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
11.5
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
11.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
10.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
10.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
10.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
9.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
9.3
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
9.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
7.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
7.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
7.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
7.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
6.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 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.
NUMB is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
46.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
94.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
94.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
84.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
81.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
77.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
77.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
77.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
76.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
76.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
74.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
73.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
73.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
72.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
72.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
71.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
69.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
68.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
68.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
68.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
66.3
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
64.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
63.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
62.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
61.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
60.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
59.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
59.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
57.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
56.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
55.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
55.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
55.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
55.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
54.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
54.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
53.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
51.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
51.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
51.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
49.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
48.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
47.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
47.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
46.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
46.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
45.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
44.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
44.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
44.1
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
43.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
43.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
42.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
42.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
41.5
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
40.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
39.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
38.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
38.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
38.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
37.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
37.3
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
37.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
37.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
37.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
37.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
36.1
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
35.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
35.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
34.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
34.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
33.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
33.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
31.6
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
30.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
30.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
29.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
29.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
28.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
28.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
28.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
27.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
27.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
26.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
25.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
23.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
23.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
23.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
23.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
22.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
22.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
22.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
22.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
20.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
20.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
19.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
19.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
19.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
19.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
14.3
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.
NUMB is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
37.4
Number of samples
282
Samples
Sample
Description
TPM
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
93.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
91.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
91.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
89.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
86.2
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
85.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
81.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
80.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
78.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
73.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
72.5
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
69.7
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
69.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
69.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
66.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
66.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
66.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
65.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
65.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
65.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
64.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
63.7
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
63.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
62.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
61.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
61.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
60.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
60.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
60.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
59.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
58.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
58.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
57.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
57.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
57.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
57.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
56.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
56.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
56.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
55.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
55.4
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
54.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
54.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
53.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
52.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
52.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
52.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
52.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
52.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
51.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
51.2
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
50.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
50.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
50.3
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
50.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
50.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
49.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
49.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
49.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
49.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
49.4
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
49.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
49.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
49.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
49.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
48.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
48.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
48.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
48.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
48.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
47.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
46.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
46.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
46.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
46.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
45.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
45.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
45.3
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
45.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
45.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
45.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
44.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
44.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
44.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
44.4
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
44.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
44.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
43.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
43.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
43.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
43.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
43.4
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
43.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
43.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
43.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
42.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
42.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
42.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
42.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
42.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
41.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
41.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
41.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
41.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
41.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
41.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
41.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
40.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
40.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
40.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
40.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
40.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
40.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
40.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
40.2
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
40.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
39.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
39.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
39.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
39.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
39.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
39.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
39.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
39.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
38.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
38.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
38.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
38.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
38.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
38.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
38.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
38.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
38.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
37.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
37.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
37.5
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
37.5
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
37.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
37.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
37.2
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
37.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
37.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
36.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
36.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
36.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
35.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
35.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
34.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
34.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
33.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
33.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
33.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
33.7
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
33.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
33.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
33.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
32.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
32.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
32.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
31.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
31.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
31.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
31.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
31.5
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
31.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
31.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
31.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
31.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
31.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
31.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
31.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
30.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
30.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
29.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
29.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
29.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
29.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
29.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
29.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
29.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
29.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
29.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
29.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
29.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
29.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
29.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
28.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
28.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
28.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
27.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
27.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
27.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
27.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
26.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
26.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
26.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
26.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
26.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
26.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
26.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
26.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
26.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
25.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
25.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
25.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
25.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
25.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
25.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
25.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
25.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
24.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
24.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
24.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
24.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
24.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
24.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
23.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
23.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
23.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
22.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
22.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
22.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
22.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
22.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
21.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
21.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
21.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
21.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
21.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
20.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
20.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
20.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
20.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
20.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
20.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
20.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
20.2
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
20.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
19.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
19.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
19.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
19.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
19.4
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
19.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
19.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
19.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
18.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
18.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
18.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
18.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
18.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
18.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
18.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
18.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
18.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
18.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
17.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
17.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
17.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
17.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
17.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
16.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
16.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
15.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
15.1
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
14.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
14.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
13.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
12.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
12.5
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
12.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
12.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
12.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
12.0
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
11.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
11.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
11.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
11.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
10.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
9.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
9.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
5.8
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078800003
Tumor
0.7
CPT0071150004
Tumor
0.5
CPT0026410003
Tumor
0.5
CPT0014370004
Tumor
0.5
CPT0009080003
Normal
0.4
CPT0009060003
Tumor
0.4
CPT0065870003
Tumor
0.4
CPT0088900003
Tumor
0.4
CPT0078530001
Normal
0.3
CPT0088550004
Tumor
0.3
CPT0088780001
Normal
0.3
CPT0000870016
Tumor
0.3
CPT0010120001
Normal
0.3
CPT0006440003
Tumor
0.3
CPT0025610001
Normal
0.3
CPT0017450001
Normal
0.3
CPT0000780007
Tumor
0.3
CPT0076350001
Normal
0.3
CPT0012640003
Normal
0.3
CPT0092740003
Normal
0.3
CPT0011240003
Tumor
0.3
CPT0006950001
Normal
0.3
CPT0014350001
Normal
0.3
CPT0012770003
Normal
0.3
CPT0009000003
Tumor
0.3
CPT0077490003
Tumor
0.3
CPT0006630003
Tumor
0.3
CPT0012900004
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0065810003
Tumor
0.3
CPT0023710001
Normal
0.2
CPT0079480003
Tumor
0.2
CPT0019130003
Tumor
0.2
CPT0012920003
Normal
0.2
CPT0063320003
Tumor
0.2
CPT0011410003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0009020003
Normal
0.2
CPT0081990003
Tumor
0.2
CPT0007870001
Normal
0.2
CPT0018250001
Normal
0.2
CPT0001230001
Normal
0.2
CPT0006730001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0079270003
Tumor
0.2
CPT0002270011
Tumor
0.2
CPT0075570001
Normal
0.2
CPT0012570003
Normal
0.2
CPT0001260009
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0079000001
Normal
0.2
CPT0092800003
Normal
0.2
CPT0081620001
Normal
0.2
CPT0079300001
Normal
0.2
CPT0015910003
Tumor
0.2
CPT0000890001
Normal
0.2
CPT0078670001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0000790001
Normal
0.2
CPT0077140001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0001350001
Normal
0.2
CPT0088920001
Normal
0.2
CPT0078840001
Normal
0.2
CPT0025920001
Normal
0.2
CPT0079510001
Normal
0.2
CPT0075720003
Tumor
0.2
CPT0077110003
Tumor
0.2
CPT0001550001
Normal
0.1
CPT0089480003
Normal
0.1
CPT0025060001
Normal
0.1
CPT0087040003
Tumor
0.1
CPT0088630003
Tumor
0.1
CPT0000660001
Normal
0.1
CPT0088710001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0089040001
Normal
0.1
CPT0086370003
Normal
0.1
CPT0001510001
Normal
0.1
CPT0065450001
Normal
0.1
CPT0010170001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0012370003
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0065820001
Normal
0.1
CPT0020130001
Normal
0.1
CPT0082010001
Normal
0.1
CPT0078940001
Normal
0.1
CPT0092310003
Normal
0.1
CPT0079430001
Normal
0.1
CPT0002370001
Normal
0.1
CPT0010160003
Tumor
0.1
CPT0087050003
Normal
0.1
CPT0066430001
Normal
0.1
CPT0019160001
Normal
0.1
CPT0077320001
Normal
0.1
CPT0001270001
Normal
0.1
CPT0086870003
Tumor
0.1
CPT0086890003
Normal
0.1
CPT0088640003
Normal
0.1
CPT0017410003
Tumor
0.1
CPT0020020001
Normal
0.1
CPT0069190001
Normal
0.1
CPT0013790003
Normal
0.1
CPT0078830003
Tumor
0.1
CPT0007860003
Tumor
0.1
CPT0079180003
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0092190003
Normal
0.1
CPT0001190001
Normal
0.1
CPT0089460004
Tumor
0.1
CPT0006900003
Tumor
0.1
CPT0088500001
Normal
0.1
CPT0075170001
Normal
0.0
CPT0014470001
Normal
0.0
CPT0010110003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0069000003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0012080003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0025110003
Tumor
0.0
CPT0012550003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0019990003
Tumor
0.0
CPT0086950003
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0079380003
Tumor
0.0
CPT0014450004
Tumor
0.0
CPT0086970003
Normal
0.0
CPT0084590001
Normal
0.0
CPT0026420001
Normal
0.0
CPT0081600003
Tumor
0.0
CPT0064370003
Tumor
0.0
CPT0024680001
Normal
0.0
CPT0088760003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0086820003
Tumor
0.0
CPT0021240003
Tumor
0.0
CPT0001540009
Tumor
-0.1
CPT0085670003
Tumor
-0.1
CPT0092730003
Tumor
-0.1
CPT0089020003
Tumor
-0.1
CPT0078930003
Tumor
-0.1
CPT0014160003
Tumor
-0.1
CPT0077310003
Tumor
-0.1
CPT0000640003
Tumor
-0.1
CPT0015810003
Tumor
-0.1
CPT0007320003
Tumor
-0.1
CPT0012290003
Normal
-0.1
CPT0088690003
Tumor
-0.1
CPT0025230003
Tumor
-0.1
CPT0017850003
Tumor
-0.1
CPT0092160003
Tumor
-0.1
CPT0088970003
Tumor
-0.1
CPT0079410003
Tumor
-0.2
CPT0066470004
Tumor
-0.2
CPT0079230003
Tumor
-0.2
CPT0001500009
Tumor
-0.2
CPT0084560003
Tumor
-0.2
CPT0092790003
Tumor
-0.2
CPT0076330003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0092290003
Tumor
-0.3
CPT0086030003
Tumor
-0.3
CPT0024670003
Tumor
-0.3
CPT0065930003
Tumor
-0.3
CPT0025050003
Tumor
-0.3
CPT0023690003
Tumor
-0.3
CPT0088480003
Tumor
-0.3
CPT0012280003
Tumor
-0.3
CPT0065690003
Tumor
-0.3
CPT0025880003
Tumor
-0.3
CPT0020120003
Tumor
-0.3
CPT0023350003
Tumor
-0.3
CPT0075560003
Tumor
-0.4
CPT0002350011
Tumor
-0.4
CPT0078660003
Tumor
-0.4
CPT0025290003
Tumor
-0.4
CPT0012670003
Tumor
-0.4
CPT0075130003
Tumor
-0.4
CPT0081880003
Tumor
-0.4
CPT0086360003
Tumor
-0.4
CPT0001180009
Tumor
-0.4
CPT0065750003
Tumor
-0.4
CPT0063630003
Tumor
-0.4
CPT0078510003
Tumor
-0.4
CPT0065430003
Tumor
-0.4
CPT0015730003
Tumor
-0.5
CPT0069160003
Tumor
-0.5
CPT0001340003
Tumor
-0.6
CPT0012180003
Tumor
-0.7
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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.