We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
ALDH7A1 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
16.9
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
52.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
43.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
42.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
39.5
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
36.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
35.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
35.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
31.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
29.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
26.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
26.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
26.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
25.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
25.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
23.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
22.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
22.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
21.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
21.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
20.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
20.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
19.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
18.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
18.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
17.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
17.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
17.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
16.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
15.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
15.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
15.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
14.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
14.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
14.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
13.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
13.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
12.8
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
12.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
12.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
11.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
11.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
10.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
9.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
9.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
9.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
7.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
7.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
7.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
7.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
6.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
6.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
5.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
5.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
5.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
4.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
4.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
4.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
3.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
2.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 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.
ALDH7A1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
31.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
112.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
93.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
91.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
88.5
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
80.9
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
79.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
73.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
71.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
71.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
70.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
70.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
69.5
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
69.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
68.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
68.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
67.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
67.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
67.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
66.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
66.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
66.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
65.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
65.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
64.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
64.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
64.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
63.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
62.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
62.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
62.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
62.1
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
61.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
61.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
61.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
60.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
60.1
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
59.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
59.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
59.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
59.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
59.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
59.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
59.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
59.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
58.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
58.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
58.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
57.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
57.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
56.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
56.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
56.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
55.9
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
55.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
55.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
55.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
55.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
55.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
55.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
54.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
54.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
54.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
54.2
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
54.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
54.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
53.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
53.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
52.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
52.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
52.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
52.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
52.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
51.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
50.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
50.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
50.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
50.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
50.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
50.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
50.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
49.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
49.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
49.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
49.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
49.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
49.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
48.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
48.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
48.7
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
48.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
48.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
48.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
48.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
48.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
47.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
47.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
47.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
47.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
47.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
47.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
46.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
46.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
46.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
46.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
45.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
45.5
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
45.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
45.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
45.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
45.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
45.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
44.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
44.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
44.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
44.5
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
43.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
43.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
43.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
43.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
43.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
43.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
43.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
43.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
43.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
42.8
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
42.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
42.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
42.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
42.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
42.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
42.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
42.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
41.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
41.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
41.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
41.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
41.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
41.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
41.2
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
41.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
40.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
40.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
40.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
40.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
40.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
40.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
40.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
40.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
40.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
40.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
39.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
39.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
39.6
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
39.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
39.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
39.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
39.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
39.4
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
39.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
39.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
38.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
38.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
38.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
38.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
38.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
38.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
38.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
38.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
37.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
37.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
37.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
37.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
37.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
37.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
37.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
37.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
37.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
37.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
37.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
37.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
37.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
37.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
36.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
36.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
36.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
36.8
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
36.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
36.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
36.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
36.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
36.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
36.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
36.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
36.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
35.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
35.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
35.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
35.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
35.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
35.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
35.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
35.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
34.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
34.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
34.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
34.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
34.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
34.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
34.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
34.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
34.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
34.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
34.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
34.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
34.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
34.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
34.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
34.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
33.9
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
33.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
33.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
33.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
33.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
33.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
33.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
33.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
33.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
33.3
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
33.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
33.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
32.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
32.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
32.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
32.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
32.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
32.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
32.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
32.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
32.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
32.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
31.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
31.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
31.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
31.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
31.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
31.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
30.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
30.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
30.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
30.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
30.3
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
30.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
30.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
30.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
30.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
30.0
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
30.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
29.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
29.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
29.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
29.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
29.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
29.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
29.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
29.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
29.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
28.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
28.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
28.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
28.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
28.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
28.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
28.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
28.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
28.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
28.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
28.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
28.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
27.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
27.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
27.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
27.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
27.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
27.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
27.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
27.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
26.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
26.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
26.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
26.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
26.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
26.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
26.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
26.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
26.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
26.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
26.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
26.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
26.2
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
26.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
26.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
26.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
26.0
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
26.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
25.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
25.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
25.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
25.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
25.7
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
25.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
25.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
25.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
25.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
25.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
25.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
25.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
25.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
25.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
25.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
25.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
24.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
24.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
24.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
24.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
24.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
24.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
24.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
24.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
24.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
24.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
23.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
23.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
23.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
23.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
23.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
23.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
22.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
22.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
22.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
22.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
22.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
22.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
22.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
22.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
21.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
21.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
21.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
21.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
21.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
21.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
21.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
21.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
20.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
20.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
20.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
20.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
20.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
20.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
20.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
20.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
20.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
20.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
19.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
19.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
19.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
19.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
19.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
19.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
19.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
19.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
18.8
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
18.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
18.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
18.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
18.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
18.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
18.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
18.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
18.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
18.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
18.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
18.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
17.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
17.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
17.7
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
17.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
17.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
17.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
17.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
17.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
17.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
17.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
17.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
17.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
17.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
17.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
17.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
16.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
16.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
16.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
16.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
16.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
16.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
15.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
15.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
15.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
15.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
15.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
15.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
15.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
15.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
15.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
15.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
14.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
14.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
14.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
14.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
14.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
14.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
14.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
14.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
14.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
13.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
13.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
13.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
13.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
12.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
12.2
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
12.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
12.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
12.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
11.9
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
11.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
11.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
11.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
11.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
11.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
11.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
11.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
11.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
11.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
11.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
11.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
11.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
10.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
10.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
10.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
10.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
10.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
9.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
9.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
9.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
9.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
9.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
9.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
9.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
9.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
8.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
8.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
8.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
7.9
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
7.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
7.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
7.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
6.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
6.4
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
6.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
6.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
6.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
6.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
5.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
5.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
5.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
5.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
5.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
5.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
5.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
5.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
5.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
5.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
5.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
4.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
4.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
4.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
4.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
4.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
4.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
4.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
3.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
3.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
3.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
3.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
3.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
3.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
2.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
2.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
2.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
2.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
2.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 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.
ALDH7A1 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
43.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
95.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
92.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
84.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
82.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
81.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
77.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
76.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
76.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
74.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
74.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
72.1
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
71.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
69.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
68.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
67.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
67.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
63.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
63.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
63.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
62.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
61.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
60.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
59.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
54.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
53.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
53.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
52.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
52.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
50.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
50.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
50.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
49.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
48.9
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
48.7
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
48.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
48.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
47.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
47.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
46.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
46.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
45.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
45.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
45.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
44.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
43.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
42.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
42.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
41.9
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
41.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
41.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
41.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
40.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
39.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
38.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
38.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
37.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
37.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
36.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
36.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
35.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
35.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
35.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
34.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
34.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
34.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
33.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
33.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
32.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
32.5
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
32.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
31.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
31.5
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
31.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
29.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
29.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
29.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
29.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
29.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
28.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
28.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
27.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
26.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
26.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
25.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
24.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
23.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
21.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
21.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
20.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
19.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
18.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
16.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
16.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
15.7
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
15.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
12.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
11.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
7.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
6.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
ALDH7A1 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
21.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
145.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
93.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
79.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
79.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
73.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
65.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
64.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
61.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
59.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
58.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
58.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
55.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
55.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
53.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
49.4
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
48.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
47.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
47.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
47.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
47.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
45.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
45.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
44.6
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
44.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
44.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
44.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
44.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
44.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
43.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
43.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
43.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
42.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
41.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
40.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
40.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
39.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
39.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
39.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
39.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
39.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
38.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
38.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
38.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
38.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
38.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
38.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
37.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
37.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
36.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
36.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
35.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
35.7
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
35.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
35.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
35.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
35.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
34.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
34.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
34.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
34.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
34.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
33.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
33.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
33.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
33.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
33.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
32.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
32.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
31.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
31.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
30.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
30.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
29.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
29.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
29.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
29.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
29.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
29.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
28.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
28.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
27.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
27.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
27.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
27.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
27.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
27.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
27.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
27.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
27.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
26.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
26.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
26.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
26.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
26.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
25.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
25.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
25.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
25.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
25.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
25.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
24.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
24.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
23.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
23.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
23.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
23.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
23.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
23.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
22.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
22.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
22.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
22.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
22.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
21.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
21.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
21.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
21.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
21.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
21.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
20.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
20.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
20.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
20.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
20.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
19.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
19.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
19.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
19.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
19.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
19.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
19.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
19.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
19.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
19.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
19.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
19.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
18.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
18.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
18.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
18.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
17.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
17.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
17.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
17.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
17.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
17.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
17.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
17.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
17.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
17.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
17.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
17.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
17.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
16.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
16.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
16.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
15.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
15.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
15.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
15.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
15.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
15.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
15.3
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
15.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
15.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
14.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
14.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
14.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
14.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
14.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
14.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
14.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
13.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
13.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
13.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
13.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
13.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
12.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
12.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
12.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
12.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
12.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
12.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
12.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
12.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
12.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
12.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
12.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
11.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
11.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
11.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
11.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
11.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
11.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
11.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
11.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
11.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
11.2
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
11.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
11.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
10.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
10.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
10.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
10.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
10.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
10.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
9.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
9.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
9.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
9.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
9.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
8.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
8.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
8.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
8.1
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
8.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
7.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
7.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
7.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
7.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
7.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
6.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
6.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
6.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
6.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
6.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
6.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
6.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
6.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
6.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
6.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
6.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
6.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
5.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
5.8
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
5.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
5.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
5.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
5.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
5.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
5.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
5.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
5.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
5.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
5.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
4.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
4.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
4.7
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
4.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
4.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
4.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
4.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
4.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
3.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
3.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
3.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
3.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
3.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
3.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
2.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
2.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
2.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
2.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
2.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
1.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
1.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
1.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
1.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
1.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
1.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.0
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.6
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
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0009080003
Normal
1.1
CPT0092800003
Normal
1.1
CPT0081620001
Normal
1.1
CPT0065450001
Normal
1.0
CPT0089480003
Normal
1.0
CPT0012090003
Normal
1.0
CPT0077500001
Normal
1.0
CPT0077140001
Normal
1.0
CPT0000790001
Normal
0.9
CPT0006950001
Normal
0.9
CPT0078670001
Normal
0.9
CPT0023710001
Normal
0.9
CPT0066430001
Normal
0.9
CPT0012770003
Normal
0.9
CPT0013790003
Normal
0.8
CPT0076350001
Normal
0.8
CPT0025060001
Normal
0.8
CPT0092310003
Normal
0.8
CPT0087050003
Normal
0.8
CPT0079000001
Normal
0.8
CPT0082010001
Normal
0.8
CPT0092740003
Normal
0.8
CPT0010170001
Normal
0.7
CPT0088710001
Normal
0.7
CPT0025610001
Normal
0.7
CPT0088780001
Normal
0.7
CPT0006730001
Normal
0.7
CPT0007870001
Normal
0.7
CPT0001350001
Normal
0.7
CPT0069010001
Normal
0.7
CPT0023360001
Normal
0.7
CPT0014350001
Normal
0.7
CPT0000890001
Normal
0.6
CPT0075570001
Normal
0.6
CPT0078940001
Normal
0.6
CPT0012570003
Normal
0.6
CPT0020130001
Normal
0.6
CPT0088920001
Normal
0.6
CPT0078530001
Normal
0.6
CPT0078840001
Normal
0.6
CPT0012290003
Normal
0.6
CPT0063640001
Normal
0.5
CPT0079430001
Normal
0.5
CPT0086970003
Normal
0.5
CPT0024680001
Normal
0.5
CPT0018250001
Normal
0.5
CPT0026420001
Normal
0.5
CPT0086890003
Normal
0.4
CPT0020020001
Normal
0.4
CPT0088640003
Normal
0.4
CPT0089040001
Normal
0.4
CPT0017450001
Normal
0.4
CPT0064400001
Normal
0.4
CPT0086370003
Normal
0.4
CPT0014130001
Normal
0.4
CPT0088570001
Normal
0.4
CPT0086830003
Normal
0.3
CPT0066520001
Normal
0.3
CPT0025920001
Normal
0.3
CPT0063330001
Normal
0.3
CPT0065820001
Normal
0.3
CPT0001510001
Normal
0.3
CPT0012920003
Normal
0.3
CPT0001500009
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0014470001
Normal
0.2
CPT0002270011
Tumor
0.2
CPT0019160001
Normal
0.2
CPT0001230001
Normal
0.1
CPT0001550001
Normal
0.1
CPT0009020003
Normal
0.1
CPT0007470001
Normal
0.1
CPT0001190001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0002350011
Tumor
0.0
CPT0012900004
Tumor
-0.1
CPT0025110003
Tumor
-0.1
CPT0006530001
Normal
-0.1
CPT0000870016
Tumor
-0.1
CPT0010120001
Normal
-0.2
CPT0069000003
Tumor
-0.2
CPT0001540009
Tumor
-0.2
CPT0024670003
Tumor
-0.2
CPT0025880003
Tumor
-0.2
CPT0086870003
Tumor
-0.3
CPT0012640003
Normal
-0.3
CPT0079480003
Tumor
-0.3
CPT0065810003
Tumor
-0.3
CPT0079180003
Tumor
-0.3
CPT0069190001
Normal
-0.4
CPT0079270003
Tumor
-0.4
CPT0010110003
Tumor
-0.4
CPT0077490003
Tumor
-0.4
CPT0078800003
Tumor
-0.4
CPT0075170001
Normal
-0.4
CPT0021240003
Tumor
-0.4
CPT0081600003
Tumor
-0.4
CPT0077310003
Tumor
-0.4
CPT0025050003
Tumor
-0.4
CPT0088500001
Normal
-0.4
CPT0085670003
Tumor
-0.5
CPT0001270001
Normal
-0.5
CPT0000780007
Tumor
-0.5
CPT0019990003
Tumor
-0.5
CPT0014370004
Tumor
-0.5
CPT0065930003
Tumor
-0.5
CPT0078660003
Tumor
-0.5
CPT0066470004
Tumor
-0.5
CPT0086950003
Tumor
-0.5
CPT0015730003
Tumor
-0.5
CPT0075720003
Tumor
-0.5
CPT0092790003
Tumor
-0.5
CPT0079510001
Normal
-0.6
CPT0006440003
Tumor
-0.6
CPT0092290003
Tumor
-0.6
CPT0071150004
Tumor
-0.6
CPT0025350003
Tumor
-0.6
CPT0012550003
Tumor
-0.6
CPT0063320003
Tumor
-0.6
CPT0064370003
Tumor
-0.6
CPT0025170003
Tumor
-0.6
CPT0006630003
Tumor
-0.6
CPT0012670003
Tumor
-0.6
CPT0011240003
Tumor
-0.6
CPT0079300001
Normal
-0.7
CPT0089460004
Tumor
-0.7
CPT0023350003
Tumor
-0.7
CPT0025580004
Tumor
-0.7
CPT0078990003
Tumor
-0.7
CPT0078510003
Tumor
-0.7
CPT0077320001
Normal
-0.7
CPT0088760003
Tumor
-0.7
CPT0006900003
Tumor
-0.7
CPT0023690003
Tumor
-0.7
CPT0078830003
Tumor
-0.7
CPT0012370003
Tumor
-0.7
CPT0009000003
Tumor
-0.7
CPT0084590001
Normal
-0.7
CPT0007860003
Tumor
-0.8
CPT0086820003
Tumor
-0.8
CPT0012080003
Tumor
-0.8
CPT0089020003
Tumor
-0.8
CPT0081990003
Tumor
-0.8
CPT0017410003
Tumor
-0.8
CPT0066480003
Tumor
-0.8
CPT0075560003
Tumor
-0.8
CPT0069160003
Tumor
-0.9
CPT0015910003
Tumor
-0.9
CPT0076330003
Tumor
-0.9
CPT0001220008
Tumor
-0.9
CPT0086360003
Tumor
-0.9
CPT0079410003
Tumor
-0.9
CPT0088690003
Tumor
-0.9
CPT0007320003
Tumor
-0.9
CPT0014450004
Tumor
-0.9
CPT0087040003
Tumor
-0.9
CPT0065430003
Tumor
-0.9
CPT0065750003
Tumor
-0.9
CPT0092190003
Normal
-0.9
CPT0065690003
Tumor
-1.0
CPT0026410003
Tumor
-1.0
CPT0092160003
Tumor
-1.0
CPT0014160003
Tumor
-1.0
CPT0079230003
Tumor
-1.0
CPT0019130003
Tumor
-1.0
CPT0077110003
Tumor
-1.0
CPT0025230003
Tumor
-1.0
CPT0063630003
Tumor
-1.0
CPT0078930003
Tumor
-1.0
CPT0010160003
Tumor
-1.0
CPT0088630003
Tumor
-1.1
CPT0088900003
Tumor
-1.1
CPT0088970003
Tumor
-1.1
CPT0020120003
Tumor
-1.1
CPT0065870003
Tumor
-1.1
CPT0092730003
Tumor
-1.1
CPT0012280003
Tumor
-1.1
CPT0009060003
Tumor
-1.1
CPT0086030003
Tumor
-1.2
CPT0001260009
Tumor
-1.2
CPT0001180009
Tumor
-1.2
CPT0025290003
Tumor
-1.2
CPT0000640003
Tumor
-1.2
CPT0015810003
Tumor
-1.3
CPT0011410003
Tumor
-1.3
CPT0017850003
Tumor
-1.4
CPT0012180003
Tumor
-1.4
CPT0081880003
Tumor
-1.5
CPT0075130003
Tumor
-1.5
CPT0084560003
Tumor
-1.6
CPT0088480003
Tumor
-1.6
CPT0079380003
Tumor
-1.6
CPT0001340003
Tumor
-1.6
CPT0088550004
Tumor
-1.7
Show allShow less
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
