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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.
ATG9A is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
61.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
42.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
39.8
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
33.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
31.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
25.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
25.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
24.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
22.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
22.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
21.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
21.0
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
20.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
19.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
18.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
17.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
17.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
17.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
17.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
16.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
16.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
15.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
15.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
15.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
14.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
14.3
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
14.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
13.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
13.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
13.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
13.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
12.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
12.2
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
11.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
11.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
11.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
10.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
10.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
10.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
10.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
10.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
10.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
10.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
9.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
9.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
8.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
8.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
8.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
7.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
7.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
7.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
6.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
5.5
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
4.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
3.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
0.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
0.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
0.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 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.
ATG9A is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
21.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
48.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
47.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
46.8
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
46.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
44.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
44.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
42.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
41.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
41.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
41.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
40.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
40.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
39.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
38.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
38.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
37.5
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
37.3
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
36.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
36.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
36.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
36.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
36.0
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
36.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
35.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
35.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
35.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
35.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
35.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
34.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
34.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
34.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
34.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
34.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
34.2
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
34.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
34.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
33.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
33.8
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
33.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
33.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
33.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
33.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
33.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
33.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
33.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
33.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
33.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
33.2
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
33.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
33.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
32.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
32.9
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
32.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
32.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
32.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
32.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
31.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
31.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
31.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
31.2
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
31.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
31.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
31.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
31.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
31.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
31.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
31.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
30.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
30.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
30.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
30.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
30.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
30.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
30.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
30.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
30.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
30.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
30.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
29.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
29.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
29.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
29.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
29.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
29.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
29.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
29.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
29.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
29.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
29.3
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
29.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
29.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
29.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
29.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
29.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
29.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
28.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
28.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
28.8
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
28.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
28.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
28.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
28.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
28.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
28.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
28.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
27.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
27.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
27.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
27.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
27.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
27.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
27.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
27.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
27.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
27.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
27.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
27.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
27.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
26.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
26.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
26.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
26.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
26.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
26.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
26.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
26.5
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
26.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
26.4
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
26.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
26.4
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
26.3
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
26.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
26.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
26.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
26.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
26.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
26.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
25.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
25.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
25.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
25.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
25.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
25.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
25.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
25.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
25.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
25.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
25.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
25.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
25.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
25.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
25.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
25.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
25.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
25.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
25.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
25.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
25.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
25.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
24.7
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
24.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
24.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
24.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
24.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
24.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
24.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
24.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
24.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
24.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
24.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
24.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
24.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
24.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
24.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
24.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
24.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
24.1
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
24.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
24.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
24.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
24.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
23.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
23.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
23.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
23.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
23.8
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
23.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
23.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
23.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
23.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
23.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
23.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
23.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
23.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
23.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
23.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
23.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
23.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
23.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
23.4
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
23.4
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
23.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
23.3
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
23.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
23.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
23.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
23.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
23.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
23.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
23.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
23.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
23.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
23.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
22.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
22.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
22.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
22.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
22.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
22.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
22.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
22.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
22.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
22.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
22.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
22.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
22.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
22.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
22.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
22.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
22.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
21.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
21.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
21.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
21.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
21.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
21.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
21.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
21.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
21.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
21.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
21.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
21.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
21.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
21.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
21.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
21.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
21.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
21.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
21.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
21.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
21.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
21.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
21.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
21.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
21.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
21.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
21.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
20.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
20.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
20.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
20.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
20.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
20.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
20.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
20.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
20.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
20.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
20.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
20.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
20.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
20.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
20.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
20.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
20.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
20.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
20.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
20.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
20.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
20.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
20.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
20.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
20.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
20.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
20.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
20.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
19.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
19.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
19.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
19.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
19.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
19.7
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
19.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
19.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
19.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
19.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
19.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
19.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
19.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
19.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
19.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
19.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
19.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
19.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
19.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
19.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
19.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
19.0
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
18.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
18.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
18.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
18.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
18.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
18.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
18.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
18.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
18.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
18.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
18.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
18.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
18.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
18.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
18.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
18.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
18.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
18.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
18.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
18.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
18.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
18.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
17.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
17.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
17.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
17.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
17.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
17.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
17.7
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
17.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
17.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
17.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
17.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
17.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
17.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
17.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
17.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
17.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
17.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
17.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
17.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
17.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
17.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
17.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
16.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
16.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
16.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
16.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
16.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
16.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
16.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
16.7
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
16.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
16.5
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
16.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
16.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
16.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
16.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
16.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
16.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
16.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
16.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
16.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
16.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
16.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
16.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
16.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
16.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
16.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
16.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
16.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
16.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
15.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
15.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
15.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
15.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
15.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
15.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
15.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
15.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.5
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
15.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
15.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
15.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
15.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
15.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
15.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
15.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
15.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
15.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
15.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
15.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
15.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
15.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
15.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
14.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
14.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
14.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
14.6
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
14.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
14.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
14.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
14.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
14.5
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
14.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
14.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
14.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
14.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
14.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
14.2
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
14.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
13.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
13.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
13.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
13.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
13.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
13.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
13.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
13.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
13.4
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
13.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
13.2
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
13.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
13.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
13.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
12.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
12.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
12.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
12.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
12.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
12.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
12.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
12.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.4
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
12.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
12.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
12.1
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
12.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
12.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
12.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
12.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
11.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
11.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
11.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
11.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
11.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
11.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
11.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
11.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
11.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
11.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
11.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
11.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
11.1
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
11.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
11.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
10.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
10.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
10.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
10.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
10.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
10.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
10.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
10.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
10.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
10.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
9.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
9.7
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
9.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
9.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
9.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
8.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
8.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
8.4
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
8.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
8.2
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
8.1
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
8.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
8.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
7.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
7.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
6.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
6.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
6.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
6.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
6.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
5.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
4.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
2.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
1.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ATG9A 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
22.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
49.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
42.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
42.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
34.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
33.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
33.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
32.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
32.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
30.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
30.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
29.4
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
29.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
29.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
28.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
28.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
28.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
27.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
27.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
27.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
26.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
26.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
26.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
26.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
26.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
26.1
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
26.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
25.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
25.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
25.7
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
25.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
25.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
25.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
25.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
25.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
24.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
24.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
24.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
24.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
24.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
24.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
23.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
23.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
23.2
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
23.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
23.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
23.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
22.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
22.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
22.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
22.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
21.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
21.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
21.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
21.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
20.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
20.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
20.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
20.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
20.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
20.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
19.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
19.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
19.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
19.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
19.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
19.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
19.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
18.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
18.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
18.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
18.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
18.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
18.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
18.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
18.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
17.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
17.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
17.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
17.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
17.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
16.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
16.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
16.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
16.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
15.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
15.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
15.4
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
14.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
14.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
13.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
13.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
13.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
12.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
12.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
12.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
11.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
9.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 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.
ATG9A 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
25.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
99.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
68.8
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
62.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
62.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
60.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
60.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
58.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
57.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
54.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
52.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
52.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
51.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
51.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
50.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
49.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
48.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
48.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
48.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
48.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
47.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
47.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
46.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
46.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
46.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
45.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
45.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
45.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
45.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
45.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
44.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
44.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
43.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
42.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
42.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
42.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
42.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
41.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
41.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
41.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
41.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
40.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
40.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
40.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
40.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
39.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
39.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
39.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
39.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
39.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
39.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
38.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
38.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
38.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
38.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
38.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
38.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
37.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
37.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
37.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
37.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
37.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
37.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
37.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
37.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
37.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
37.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
36.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
36.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
36.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
36.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
36.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
36.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
36.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
36.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
35.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
35.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
35.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
35.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
35.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
35.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
35.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
34.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
34.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
34.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
34.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
34.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
34.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
33.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
33.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
33.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
33.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
33.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
32.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
32.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
32.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
32.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
32.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
31.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
31.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
31.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
31.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
31.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
31.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
31.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
31.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
31.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
31.0
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
30.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
30.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
30.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
29.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
29.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
29.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
29.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
29.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
29.0
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
29.0
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
28.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
28.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
28.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
28.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
28.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
28.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
28.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
28.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
27.9
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
27.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
27.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
27.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
27.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
26.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
26.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
26.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
26.5
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
26.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
26.4
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
26.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
26.3
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
26.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
26.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
26.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
25.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
25.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
25.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
25.4
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
25.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
25.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
25.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
25.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
24.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
24.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
24.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
24.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
24.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
24.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
23.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
23.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
23.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
23.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
23.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
23.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
23.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
23.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
22.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
22.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
22.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
22.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
22.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
22.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
21.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
21.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
21.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
21.3
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
21.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
21.0
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
20.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
20.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
20.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
20.6
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
20.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
20.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
20.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
20.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
20.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
19.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
19.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
19.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
19.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
19.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
19.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
19.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
19.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
18.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
18.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
18.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
18.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
18.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
17.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
17.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
17.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
17.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
17.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
17.0
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
17.0
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
16.8
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
16.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
16.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
16.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
16.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
16.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
16.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
15.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
15.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
15.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
15.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
15.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
15.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
14.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
14.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
14.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
14.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
14.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
13.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
13.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
13.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
13.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
13.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
12.9
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
12.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
12.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
12.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
12.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
12.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
12.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
11.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
11.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
11.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
10.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
10.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
9.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
9.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
9.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
9.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
8.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
8.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
7.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
7.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
6.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
4.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.7
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
4.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
3.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
2.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
2.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
1.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
0.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
0.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
0.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001340003
Tumor
1.8
CPT0023350003
Tumor
1.5
CPT0088900003
Tumor
1.0
CPT0079270003
Tumor
1.0
CPT0002350011
Tumor
0.9
CPT0076330003
Tumor
0.9
CPT0014450004
Tumor
0.8
CPT0081880003
Tumor
0.8
CPT0019130003
Tumor
0.8
CPT0075130003
Tumor
0.8
CPT0007320003
Tumor
0.8
CPT0012180003
Tumor
0.7
CPT0001180009
Tumor
0.7
CPT0025110003
Tumor
0.7
CPT0088690003
Tumor
0.7
CPT0012550003
Tumor
0.6
CPT0010110003
Tumor
0.6
CPT0086030003
Tumor
0.6
CPT0017850003
Tumor
0.6
CPT0078830003
Tumor
0.6
CPT0006440003
Tumor
0.6
CPT0085670003
Tumor
0.6
CPT0088480003
Tumor
0.5
CPT0092160003
Tumor
0.5
CPT0069160003
Tumor
0.5
CPT0015810003
Tumor
0.5
CPT0088630003
Tumor
0.5
CPT0092290003
Tumor
0.5
CPT0065750003
Tumor
0.5
CPT0086950003
Tumor
0.5
CPT0086820003
Tumor
0.5
CPT0079410003
Tumor
0.4
CPT0025050003
Tumor
0.4
CPT0012280003
Tumor
0.4
CPT0077110003
Tumor
0.4
CPT0023690003
Tumor
0.4
CPT0001500009
Tumor
0.4
CPT0009000003
Tumor
0.3
CPT0014370004
Tumor
0.3
CPT0079380003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0065870003
Tumor
0.3
CPT0063320003
Tumor
0.3
CPT0064370003
Tumor
0.3
CPT0024670003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0012370003
Tumor
0.2
CPT0001260009
Tumor
0.2
CPT0001190001
Normal
0.2
CPT0092790003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0086360003
Tumor
0.1
CPT0066470004
Tumor
0.1
CPT0081990003
Tumor
0.1
CPT0075560003
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0086870003
Tumor
0.1
CPT0009060003
Tumor
0.1
CPT0000640003
Tumor
0.0
CPT0092730003
Tumor
0.0
CPT0071150004
Tumor
0.0
CPT0006630003
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0014160003
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0075720003
Tumor
0.0
CPT0088640003
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0077310003
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0065930003
Tumor
0.0
CPT0011410003
Tumor
0.0
CPT0092740003
Normal
-0.1
CPT0012080003
Tumor
-0.1
CPT0064400001
Normal
-0.1
CPT0001350001
Normal
-0.1
CPT0000870016
Tumor
-0.1
CPT0092800003
Normal
-0.1
CPT0026410003
Tumor
-0.1
CPT0088920001
Normal
-0.1
CPT0001540009
Tumor
-0.1
CPT0010170001
Normal
-0.1
CPT0066520001
Normal
-0.1
CPT0087040003
Tumor
-0.1
CPT0092190003
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0002270011
Tumor
-0.1
CPT0084590001
Normal
-0.1
CPT0025290003
Tumor
-0.1
CPT0025170003
Tumor
-0.1
CPT0065810003
Tumor
-0.1
CPT0002370001
Normal
-0.1
CPT0086370003
Normal
-0.1
CPT0017410003
Tumor
-0.2
CPT0069190001
Normal
-0.2
CPT0023710001
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0007470001
Normal
-0.2
CPT0088500001
Normal
-0.2
CPT0001270001
Normal
-0.2
CPT0026420001
Normal
-0.2
CPT0084560003
Tumor
-0.2
CPT0010160003
Tumor
-0.2
CPT0007870001
Normal
-0.2
CPT0078800003
Tumor
-0.2
CPT0089020003
Tumor
-0.2
CPT0077490003
Tumor
-0.2
CPT0019160001
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0001230001
Normal
-0.2
CPT0088760003
Tumor
-0.2
CPT0079510001
Normal
-0.2
CPT0025350003
Tumor
-0.2
CPT0092310003
Normal
-0.2
CPT0065450001
Normal
-0.2
CPT0078840001
Normal
-0.2
CPT0078530001
Normal
-0.2
CPT0078670001
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0000790001
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0076350001
Normal
-0.2
CPT0066430001
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0013790003
Normal
-0.2
CPT0063330001
Normal
-0.2
CPT0063630003
Tumor
-0.2
CPT0089040001
Normal
-0.3
CPT0089480003
Normal
-0.3
CPT0079430001
Normal
-0.3
CPT0025920001
Normal
-0.3
CPT0006950001
Normal
-0.3
CPT0086830003
Normal
-0.3
CPT0077320001
Normal
-0.3
CPT0025610001
Normal
-0.3
CPT0078510003
Tumor
-0.3
CPT0086970003
Normal
-0.3
CPT0086890003
Normal
-0.3
CPT0077500001
Normal
-0.3
CPT0010120001
Normal
-0.3
CPT0025230003
Tumor
-0.3
CPT0014350001
Normal
-0.3
CPT0077140001
Normal
-0.3
CPT0065820001
Normal
-0.3
CPT0020130001
Normal
-0.3
CPT0018250001
Normal
-0.3
CPT0079300001
Normal
-0.3
CPT0006530001
Normal
-0.3
CPT0017450001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0000660001
Normal
-0.3
CPT0011240003
Tumor
-0.3
CPT0087050003
Normal
-0.3
CPT0012640003
Normal
-0.3
CPT0000780007
Tumor
-0.3
CPT0088550004
Tumor
-0.4
CPT0075570001
Normal
-0.4
CPT0023360001
Normal
-0.4
CPT0014470001
Normal
-0.4
CPT0063640001
Normal
-0.4
CPT0012090003
Normal
-0.4
CPT0000890001
Normal
-0.4
CPT0012290003
Normal
-0.4
CPT0081620001
Normal
-0.4
CPT0025580004
Tumor
-0.4
CPT0079000001
Normal
-0.4
CPT0014130001
Normal
-0.4
CPT0012770003
Normal
-0.4
CPT0069010001
Normal
-0.4
CPT0075170001
Normal
-0.4
CPT0066480003
Tumor
-0.4
CPT0020020001
Normal
-0.4
CPT0007860003
Tumor
-0.4
CPT0015910003
Tumor
-0.4
CPT0024680001
Normal
-0.4
CPT0025060001
Normal
-0.4
CPT0006730001
Normal
-0.5
CPT0082010001
Normal
-0.5
CPT0088970003
Tumor
-0.5
CPT0019990003
Tumor
-0.5
CPT0069000003
Tumor
-0.5
CPT0078660003
Tumor
-0.5
CPT0089460004
Tumor
-0.6
CPT0009020003
Normal
-0.6
CPT0078990003
Tumor
-0.6
CPT0012570003
Normal
-0.6
CPT0021240003
Tumor
-0.6
CPT0006900003
Tumor
-0.7
CPT0009080003
Normal
-0.7
CPT0012920003
Normal
-0.7
CPT0079180003
Tumor
-0.8
CPT0012900004
Tumor
-0.9
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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
