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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.
FLAD1 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
18.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
58.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
46.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
43.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
41.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
36.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
35.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
34.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
33.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
32.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
32.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
29.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
28.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
27.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
24.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
24.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
22.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
22.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
19.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
18.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
17.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
17.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
17.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
17.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
16.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
16.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
16.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
16.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
16.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
15.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
15.5
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
15.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
15.2
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
15.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
15.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
14.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
14.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
13.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
13.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
13.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
13.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
13.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
13.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
13.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
13.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
13.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
12.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
12.9
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
12.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
12.3
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
12.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
12.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
12.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
11.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
11.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
10.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
10.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
10.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
10.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
10.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
9.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
9.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
9.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
7.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 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.
FLAD1 is potential prognostic, high expression is unfavorable 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
17.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
47.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
38.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
35.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
34.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
34.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
34.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
33.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
33.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
32.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
32.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
32.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
31.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
30.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
30.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
29.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
28.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
28.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
28.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
28.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
28.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
28.0
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
27.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
27.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
27.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
26.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
26.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
26.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
26.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
26.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
26.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
26.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
26.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
26.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
25.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
25.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
25.3
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
25.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
25.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
24.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
24.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
24.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
24.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
24.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
24.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
24.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
24.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
24.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
24.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
23.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
23.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
23.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
23.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
23.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
23.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
23.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
23.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
23.2
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
23.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
23.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
23.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
22.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
22.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
22.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
22.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
22.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
22.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
22.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
22.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
22.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
22.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
22.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
22.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
22.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
21.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
21.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
21.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
21.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
21.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
21.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
21.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
21.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
21.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
21.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
21.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
21.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
21.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
21.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
21.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
21.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
21.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
21.1
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
21.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
21.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
21.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
20.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
20.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
20.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
20.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
20.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
20.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
20.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
20.5
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
20.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
20.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
20.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
20.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
20.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
20.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
20.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
20.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
20.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
20.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
19.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
19.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
19.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
19.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
19.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
19.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
19.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
19.6
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
19.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
19.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
19.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
19.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
19.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
19.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
19.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
19.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
19.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
19.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
19.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
19.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
19.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
19.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
19.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
19.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
19.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
19.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
18.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.9
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
18.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
18.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
18.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
18.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
18.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
18.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
18.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
18.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
18.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
18.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
18.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
18.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
18.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
18.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
18.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
18.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
18.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
18.4
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
18.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
18.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
18.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
18.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
18.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
18.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
18.2
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
18.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
18.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
18.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
18.2
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
18.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
18.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
18.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
18.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
18.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
18.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
18.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
18.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
18.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
18.0
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
18.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
17.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
17.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
17.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
17.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
17.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
17.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
17.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
17.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
17.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
17.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
17.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
17.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
17.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
17.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
17.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
17.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
17.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
17.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
17.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
17.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
17.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
17.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
17.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
17.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
17.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
17.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
17.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
17.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
17.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
17.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
17.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
17.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
17.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
17.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
16.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
16.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
16.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
16.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
16.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
16.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
16.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
16.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
16.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
16.8
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
16.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
16.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
16.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
16.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
16.7
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
16.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
16.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
16.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
16.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
16.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
16.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
16.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
16.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
16.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
16.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
16.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
16.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
16.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
16.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
16.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
16.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
16.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
16.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
16.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
16.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
16.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
16.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
16.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
16.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
16.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
16.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
16.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
16.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
16.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
16.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
16.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
16.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
16.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
16.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
16.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
16.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
16.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
16.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
16.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
16.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
16.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
15.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
15.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
15.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
15.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
15.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
15.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
15.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
15.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
15.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
15.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
15.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
15.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
15.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
15.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
15.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
15.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
15.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
15.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
15.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
15.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
15.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
15.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
15.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
15.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
15.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
15.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
15.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
15.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
15.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
15.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
15.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
15.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
15.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
15.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
15.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
15.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
15.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
15.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
15.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
15.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
15.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
15.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
15.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
15.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
15.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
15.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
15.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
15.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
15.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.1
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
15.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
15.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
15.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
15.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
15.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
15.0
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
15.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
15.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
15.0
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
14.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
14.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
14.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
14.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
14.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
14.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
14.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
14.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
14.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
14.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
14.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
14.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
14.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
14.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
14.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
14.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
14.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
14.6
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
14.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
14.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
14.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
14.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
14.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.5
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
14.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
14.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
14.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
14.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
14.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
14.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
14.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
14.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
14.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
14.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
14.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
14.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
14.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
14.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
14.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
14.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
14.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
14.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
14.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
14.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
14.0
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
14.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
14.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
13.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
13.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
13.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
13.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
13.9
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
13.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
13.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
13.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
13.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
13.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
13.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
13.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
13.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
13.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
13.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
13.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
13.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
13.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
13.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
13.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
13.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
13.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
13.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
13.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
13.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
13.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
13.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
13.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
13.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
13.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
13.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
13.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
13.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
13.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
13.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
13.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
13.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
13.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
13.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
13.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
13.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
13.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
13.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
13.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
13.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
13.2
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
13.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
13.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
13.1
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
13.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
13.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
13.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
12.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
12.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
12.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
12.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
12.8
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
12.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
12.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
12.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
12.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
12.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
12.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
12.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
12.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
12.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
12.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
12.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
12.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
12.4
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
12.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
12.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
12.3
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
12.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
12.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
12.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
12.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
12.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
12.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
12.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
11.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
11.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
11.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
11.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
11.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
11.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
11.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
11.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
11.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
11.7
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
11.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
11.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
11.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
11.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
11.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
11.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
11.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
11.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
11.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
11.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
11.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
11.4
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
11.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
11.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
11.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
11.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
11.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
10.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
10.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
10.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
10.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
10.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
10.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
10.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
10.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
10.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
10.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
9.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
9.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
9.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
9.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
9.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
9.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
9.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
8.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
7.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
7.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
7.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
7.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
7.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.9
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
5.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
4.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
4.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 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.
FLAD1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
18.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
46.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
42.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
34.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
33.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
33.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
32.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
32.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
31.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
29.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
27.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
26.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
26.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
25.6
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
24.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
24.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
23.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
23.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
23.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
22.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
21.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
20.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
20.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
20.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
19.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
19.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
19.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
19.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
19.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
19.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
19.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
19.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
18.9
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
18.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
18.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
18.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
18.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
18.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
18.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
18.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
17.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
17.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
17.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
17.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
17.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
17.3
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
17.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
17.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
17.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
16.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
16.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
16.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
16.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
16.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
16.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
16.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
16.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
15.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
15.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
15.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
15.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
15.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
15.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
15.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
15.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
15.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
14.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
14.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
14.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
14.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
14.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
14.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
14.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
14.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
14.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
14.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
13.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
13.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
13.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
13.7
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
13.7
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
13.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
13.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
13.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
13.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
13.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
12.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
12.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
12.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
12.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
12.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
11.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
11.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
11.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
10.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
10.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
9.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
9.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
9.2
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.
FLAD1 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
24.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
75.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
70.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
69.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
69.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
68.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
66.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
56.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
53.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
53.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
53.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
52.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
51.8
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
44.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
44.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
43.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
41.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
40.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
39.5
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
39.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
39.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
39.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
38.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
38.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
36.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
36.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
36.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
36.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
34.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
34.7
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
34.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
34.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
33.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
33.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
32.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
31.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
30.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
30.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
30.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
30.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
30.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
30.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
30.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
29.8
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
29.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
29.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
29.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
29.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
29.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
29.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
29.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
28.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
28.7
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
28.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
28.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
28.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
28.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
27.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
27.7
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
27.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
27.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
27.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
27.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
26.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
26.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
26.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
26.6
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
26.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
26.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
26.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
26.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
26.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
26.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
26.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
26.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
25.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
25.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
25.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
25.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
25.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
25.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
25.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
25.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
25.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
25.1
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
25.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
25.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
25.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
24.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
24.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
24.6
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
24.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
24.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
24.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
24.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
24.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
24.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
24.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
24.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
24.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
24.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
23.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
23.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
23.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
23.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
23.7
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
23.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
23.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
23.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
23.5
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
23.5
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
23.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
23.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
23.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
23.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
23.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
23.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
23.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
23.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
23.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
23.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
23.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
23.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
23.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
23.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
23.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
22.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
22.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
22.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
22.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
22.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
22.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
22.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
22.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
22.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
22.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
22.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
22.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
22.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
22.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
22.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
22.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
22.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
22.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
22.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
22.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
22.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
22.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
21.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
21.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
21.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
21.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
21.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
21.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
21.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
21.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
21.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
21.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
21.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
21.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
21.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
21.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
21.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
21.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
21.2
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
21.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
21.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
21.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
21.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
21.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
21.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
20.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
20.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
20.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
20.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
20.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
20.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
20.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
20.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
20.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
20.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
20.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
20.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
20.1
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
20.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
20.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
20.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
20.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
20.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
19.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
19.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
19.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
19.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
19.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
19.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
19.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
19.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
19.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
19.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
19.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
19.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
19.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
19.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
19.4
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
19.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
19.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
19.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
19.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
19.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
19.1
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
19.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
19.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
19.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
18.9
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
18.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
18.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
18.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
18.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
18.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
18.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
18.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
18.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
18.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
18.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
18.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
18.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
18.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
18.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
17.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
17.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
17.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
17.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
17.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
17.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
17.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
17.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
17.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
17.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
17.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
16.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
16.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
16.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
16.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
16.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
16.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
16.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
16.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
16.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
16.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
16.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
16.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
16.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
15.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
15.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
15.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
15.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
15.0
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
15.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
14.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
14.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
14.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
14.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
14.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
13.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
13.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
13.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
12.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
12.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
12.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
12.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
12.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
12.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
11.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
11.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
11.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
10.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
10.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
9.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
9.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
7.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0023350003
Tumor
0.7
CPT0009060003
Tumor
0.6
CPT0002270011
Tumor
0.5
CPT0078660003
Tumor
0.4
CPT0078510003
Tumor
0.4
CPT0086820003
Tumor
0.4
CPT0001180009
Tumor
0.4
CPT0065450001
Normal
0.3
CPT0009080003
Normal
0.3
CPT0024670003
Tumor
0.3
CPT0012280003
Tumor
0.3
CPT0088780001
Normal
0.3
CPT0092310003
Normal
0.3
CPT0002350011
Tumor
0.3
CPT0026420001
Normal
0.3
CPT0066430001
Normal
0.3
CPT0006950001
Normal
0.3
CPT0012770003
Normal
0.3
CPT0088710001
Normal
0.3
CPT0065750003
Tumor
0.3
CPT0020020001
Normal
0.3
CPT0077140001
Normal
0.3
CPT0000790001
Normal
0.3
CPT0015730003
Tumor
0.2
CPT0088920001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0087050003
Normal
0.2
CPT0020120003
Tumor
0.2
CPT0025880003
Tumor
0.2
CPT0079000001
Normal
0.2
CPT0078670001
Normal
0.2
CPT0013790003
Normal
0.2
CPT0001500009
Tumor
0.2
CPT0025060001
Normal
0.2
CPT0007860003
Tumor
0.2
CPT0021240003
Tumor
0.2
CPT0069010001
Normal
0.2
CPT0092290003
Tumor
0.2
CPT0012090003
Normal
0.2
CPT0001350001
Normal
0.2
CPT0010170001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0079180003
Tumor
0.2
CPT0077500001
Normal
0.2
CPT0012570003
Normal
0.2
CPT0064400001
Normal
0.2
CPT0012670003
Tumor
0.2
CPT0078840001
Normal
0.1
CPT0014350001
Normal
0.1
CPT0023710001
Normal
0.1
CPT0007870001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0076350001
Normal
0.1
CPT0089480003
Normal
0.1
CPT0023360001
Normal
0.1
CPT0012180003
Tumor
0.1
CPT0025050003
Tumor
0.1
CPT0089040001
Normal
0.1
CPT0078940001
Normal
0.1
CPT0069160003
Tumor
0.1
CPT0079430001
Normal
0.1
CPT0014450004
Tumor
0.1
CPT0092800003
Normal
0.1
CPT0088500001
Normal
0.1
CPT0086370003
Normal
0.1
CPT0081880003
Tumor
0.1
CPT0092740003
Normal
0.1
CPT0088690003
Tumor
0.1
CPT0088640003
Normal
0.1
CPT0020130001
Normal
0.1
CPT0017450001
Normal
0.1
CPT0075560003
Tumor
0.1
CPT0078800003
Tumor
0.1
CPT0014160003
Tumor
0.1
CPT0012290003
Normal
0.1
CPT0086360003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0025230003
Tumor
0.1
CPT0006530001
Normal
0.1
CPT0089460004
Tumor
0.1
CPT0006630003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0065430003
Tumor
0.1
CPT0086970003
Normal
0.1
CPT0064370003
Tumor
0.1
CPT0086030003
Tumor
0.1
CPT0006730001
Normal
0.0
CPT0025920001
Normal
0.0
CPT0063320003
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0001510001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0086890003
Normal
0.0
CPT0019160001
Normal
0.0
CPT0001230001
Normal
0.0
CPT0001550001
Normal
0.0
CPT0079410003
Tumor
0.0
CPT0001340003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0075130003
Tumor
0.0
CPT0092160003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0078530001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0086950003
Tumor
0.0
CPT0024680001
Normal
0.0
CPT0086830003
Normal
0.0
CPT0012900004
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0001540009
Tumor
0.0
CPT0011410003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0065820001
Normal
0.0
CPT0014130001
Normal
0.0
CPT0014470001
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0063330001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0001190001
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0069190001
Normal
-0.1
CPT0015910003
Tumor
-0.1
CPT0025290003
Tumor
-0.1
CPT0000780007
Tumor
-0.1
CPT0077310003
Tumor
-0.1
CPT0010110003
Tumor
-0.1
CPT0012550003
Tumor
-0.1
CPT0065930003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0085670003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0076330003
Tumor
-0.1
CPT0065690003
Tumor
-0.1
CPT0019990003
Tumor
-0.1
CPT0025110003
Tumor
-0.2
CPT0066470004
Tumor
-0.2
CPT0001260009
Tumor
-0.2
CPT0000640003
Tumor
-0.2
CPT0079380003
Tumor
-0.2
CPT0088480003
Tumor
-0.2
CPT0025580004
Tumor
-0.2
CPT0077110003
Tumor
-0.2
CPT0000660001
Normal
-0.2
CPT0006900003
Tumor
-0.2
CPT0026410003
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0088970003
Tumor
-0.2
CPT0012080003
Tumor
-0.2
CPT0069000003
Tumor
-0.2
CPT0086870003
Tumor
-0.2
CPT0000870016
Tumor
-0.2
CPT0088900003
Tumor
-0.2
CPT0087040003
Tumor
-0.2
CPT0078830003
Tumor
-0.2
CPT0075720003
Tumor
-0.2
CPT0089020003
Tumor
-0.2
CPT0079270003
Tumor
-0.2
CPT0079230003
Tumor
-0.2
CPT0079300001
Normal
-0.2
CPT0066480003
Tumor
-0.2
CPT0084590001
Normal
-0.2
CPT0063630003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0010120001
Normal
-0.2
CPT0092190003
Normal
-0.3
CPT0081600003
Tumor
-0.3
CPT0001270001
Normal
-0.3
CPT0092730003
Tumor
-0.3
CPT0088630003
Tumor
-0.3
CPT0088550004
Tumor
-0.3
CPT0014370004
Tumor
-0.3
CPT0077320001
Normal
-0.3
CPT0012370003
Tumor
-0.3
CPT0078990003
Tumor
-0.3
CPT0001220008
Tumor
-0.3
CPT0010160003
Tumor
-0.3
CPT0017410003
Tumor
-0.3
CPT0084560003
Tumor
-0.3
CPT0011240003
Tumor
-0.3
CPT0015810003
Tumor
-0.4
CPT0017850003
Tumor
-0.4
CPT0006440003
Tumor
-0.4
CPT0079480003
Tumor
-0.4
CPT0065870003
Tumor
-0.4
CPT0079510001
Normal
-0.4
CPT0025350003
Tumor
-0.4
CPT0077490003
Tumor
-0.4
CPT0081990003
Tumor
-0.4
CPT0071150004
Tumor
-0.5
CPT0088760003
Tumor
-0.6
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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
