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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.
DLL4 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
10.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
35.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
33.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
30.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
24.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
21.1
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
20.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
19.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
18.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
17.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
16.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
16.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
15.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
15.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
14.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
13.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
13.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
13.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
12.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
11.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
11.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
10.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
10.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
10.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
9.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
9.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
9.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
9.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
8.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
8.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
8.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.4
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
7.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
7.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
7.1
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
7.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
7.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
6.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
6.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
6.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
6.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
5.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
5.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
5.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
5.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
5.5
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
5.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
5.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
5.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
5.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
5.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
5.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
5.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
4.7
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
4.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
4.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
4.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
4.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
4.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
2.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
DLL4 is not prognostic 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
33.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
239.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
148.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
147.8
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
143.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
141.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
132.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
128.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
122.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
116.8
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
115.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
111.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
105.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
103.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
102.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
102.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
100.4
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
98.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
95.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
94.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
92.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
91.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
86.8
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
85.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
83.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
83.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
82.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
82.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
82.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
82.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
81.5
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
80.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
79.5
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
77.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
76.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
76.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
76.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
75.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
74.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
74.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
73.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
72.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
72.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
72.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
70.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
69.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
68.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
67.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
67.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
67.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
67.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
65.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
64.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
63.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
62.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
62.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
61.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
61.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
61.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
60.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
60.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
60.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
59.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
58.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
58.7
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
58.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
58.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
57.6
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
57.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
56.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
56.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
55.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
54.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
54.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
54.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
54.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
54.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
54.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
53.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
53.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
53.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
53.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
53.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
53.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
53.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
53.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
52.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
52.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
52.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
52.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
52.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
52.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
51.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
51.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
51.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
51.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
51.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
51.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
51.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
51.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
50.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
50.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
50.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
50.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
50.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
49.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
49.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
49.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
49.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
48.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
48.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
48.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
48.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
48.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
48.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
48.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
47.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
47.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
47.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
47.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
47.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
46.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
46.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
46.6
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
46.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
45.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
45.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
45.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
44.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
44.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
44.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
44.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
44.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
44.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
44.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
44.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
44.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
44.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
44.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
44.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
43.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
43.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
43.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
43.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
43.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
43.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
43.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
43.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
43.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
43.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
42.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
42.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
42.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
42.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
42.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
42.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
42.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
42.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
42.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
41.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
41.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
41.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
41.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
41.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
41.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
41.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
40.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
40.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
40.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
40.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
40.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
40.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
39.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
39.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
39.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
38.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
38.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
38.8
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
38.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
38.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
38.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
38.2
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
38.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
38.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
38.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
38.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
37.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
37.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
37.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
37.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
37.6
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
37.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
37.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
37.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
37.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
36.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
36.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
36.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
36.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
36.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
36.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
36.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
36.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
36.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
35.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
35.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
35.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
35.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
35.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
35.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
35.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
34.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
34.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
34.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
34.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
34.5
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
34.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
34.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
34.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
33.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
33.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
33.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
32.9
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
32.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
32.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
32.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
32.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
32.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
32.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
32.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
32.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
32.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
31.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
31.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
31.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
31.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
31.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
31.3
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
31.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
31.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
31.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
30.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
30.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
30.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
30.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
30.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
30.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
30.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
30.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
30.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
30.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
30.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
30.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
29.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
29.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
29.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
29.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
29.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
29.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
29.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
29.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
28.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
28.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
28.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
28.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
28.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
28.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
28.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
28.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
27.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
27.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
27.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
27.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
27.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
27.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
27.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
27.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
26.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
26.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
26.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
26.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
26.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
26.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
26.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
26.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
26.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
25.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
25.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
25.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
25.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
25.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
25.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
25.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
25.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
25.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
24.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
24.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
24.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
24.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
24.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
24.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
24.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
24.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
24.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
24.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
24.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
24.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
23.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
23.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
23.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
23.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
23.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
23.1
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
23.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
23.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
23.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
22.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
22.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
22.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
22.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
22.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
22.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
22.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
22.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
21.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
21.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
21.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
21.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
21.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
21.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
21.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
21.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
21.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
21.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
21.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
21.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
21.0
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
20.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
20.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
20.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
20.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
20.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
19.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
19.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
19.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
19.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
19.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
19.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
18.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
18.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
18.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
18.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
18.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
18.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
18.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
18.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
18.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.1
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
18.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
17.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
17.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
17.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
17.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
17.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
17.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
17.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
17.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
17.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
17.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
17.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
17.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
17.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
17.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
16.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
16.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
16.7
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
16.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
16.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
16.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
16.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
16.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
16.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
16.3
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
16.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
16.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
16.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
16.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
16.0
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
15.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
15.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
15.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
15.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
15.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
15.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
15.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
15.0
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
15.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
15.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
14.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
14.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
14.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
14.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
14.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
14.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
14.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
13.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
13.8
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
13.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
13.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
13.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
13.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
13.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
13.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
12.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
12.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
12.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
12.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
12.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
12.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
12.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
12.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
12.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
12.0
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
11.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
11.2
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
11.2
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
11.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
11.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
11.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
10.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
10.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
10.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
10.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
10.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
10.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
10.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
10.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
10.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
10.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
9.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
9.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
9.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
9.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
9.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
9.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
9.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
9.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
8.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
8.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
8.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
8.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
8.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
8.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
8.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
8.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
8.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
8.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
7.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
7.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
7.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
7.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
7.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
7.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
6.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
6.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
6.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
6.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
6.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
6.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
6.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
5.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
5.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
5.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
5.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
5.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
5.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
5.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
4.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
4.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
4.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
4.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
4.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
4.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
4.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
4.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
3.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
3.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
3.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
3.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
3.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
3.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
3.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
2.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
2.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
2.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
2.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
2.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
2.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
2.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
2.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
2.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
2.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
1.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
1.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
1.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
1.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
1.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
1.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 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.
DLL4 is potential 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
44.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
329.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
138.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
136.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
131.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
120.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
108.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
106.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
101.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
100.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
98.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
91.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
82.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
81.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
75.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
74.4
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
73.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
71.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
69.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
69.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
67.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
64.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
64.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
63.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
62.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
60.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
59.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
59.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
59.6
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
58.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
56.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
54.3
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
51.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
51.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
51.2
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
51.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
50.0
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
47.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
46.1
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
45.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
44.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
42.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
41.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
40.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
40.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
38.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
38.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
34.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
33.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
33.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
32.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
32.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
32.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
32.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
31.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
31.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
31.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
30.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
29.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
29.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
28.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
28.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
28.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
27.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
26.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
25.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
25.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
24.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
23.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
21.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
20.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
19.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
19.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
18.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
17.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
14.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
14.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
14.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
14.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
13.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
12.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
12.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
11.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
10.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
10.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
10.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
9.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
8.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
6.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
5.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
4.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
4.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
3.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
3.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
3.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
2.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
2.0
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
1.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
1.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
DLL4 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
3.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
46.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
31.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
30.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
16.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
15.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
14.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
13.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
13.4
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
12.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
11.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
9.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
9.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
9.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
9.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
9.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
9.1
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
8.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
8.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
8.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
8.3
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
8.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
7.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
7.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
7.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
7.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
6.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
6.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
6.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
6.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
6.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
6.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
6.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
5.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
5.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
5.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
5.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
5.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
5.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
5.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
5.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
5.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
5.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
5.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
5.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
5.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
4.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
4.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
4.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
4.9
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
4.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
4.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
4.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
4.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
4.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
4.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
4.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
4.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
4.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
4.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
3.9
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
3.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
3.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
3.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
3.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
3.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
3.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
3.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
3.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
3.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
3.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
3.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
3.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
3.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
3.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
3.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
2.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
2.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
2.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
2.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
2.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
2.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
2.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
2.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
2.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
2.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
2.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
2.7
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
2.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
2.6
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
2.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
2.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
2.5
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
2.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
2.5
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
2.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
2.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
2.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
2.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
2.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
2.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
2.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
2.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
2.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
2.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
2.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
2.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
2.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
2.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
2.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
2.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
2.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
2.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
2.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
2.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
2.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
2.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
2.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
2.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
2.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
2.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
2.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
2.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
2.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
2.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
2.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
1.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.9
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
1.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
1.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
1.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
1.9
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
1.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
1.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
1.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
1.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
1.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
1.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
1.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
1.8
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
1.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
1.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
1.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
1.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
1.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
1.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
1.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
1.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
1.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
1.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
1.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
1.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
1.6
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
1.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
1.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
1.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
1.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
1.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
1.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
1.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
1.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
1.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
1.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
1.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
1.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
1.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
1.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
1.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
1.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
1.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
1.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
1.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
1.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
1.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
1.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
1.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
1.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
1.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
1.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
1.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
1.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
1.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
1.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
1.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
1.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
1.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
1.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
1.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
1.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
1.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
1.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
1.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
1.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
1.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
1.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
1.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
1.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
1.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
1.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
1.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
1.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
1.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
1.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
1.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
1.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
1.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
1.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
1.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
1.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
1.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
1.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
1.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
1.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
1.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
1.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
1.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
1.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
1.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
1.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
1.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
1.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
1.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
0.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
0.9
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
0.9
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
0.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
0.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
0.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
0.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
0.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
0.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
0.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
0.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
0.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
0.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
0.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
0.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
0.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
0.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
0.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
0.7
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
0.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
0.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
0.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
0.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
0.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
0.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
0.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
0.6
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
0.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
0.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
0.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
0.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
0.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
0.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
0.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
0.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
0.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
0.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
0.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
0.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
0.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
0.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
