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.
ARMT1 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
7.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
46.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
17.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
17.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
17.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
16.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
15.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
14.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
14.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
13.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
12.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
12.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
11.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
10.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
10.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
9.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
9.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
8.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
8.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
8.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
8.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
7.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
7.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.7
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
7.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
7.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
7.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
7.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
7.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
7.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
6.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
6.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
6.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
6.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
6.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
5.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
5.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
5.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
5.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
4.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
4.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
4.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
4.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
4.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
4.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
4.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
4.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
4.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
4.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
4.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
4.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
3.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
3.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
3.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
3.6
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
3.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
3.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
2.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
2.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
2.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
2.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.4
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.
ARMT1 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
17.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
111.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
86.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
68.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
62.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
52.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
51.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
51.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
48.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
47.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
46.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
45.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
43.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
42.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
41.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
40.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
40.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
40.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
39.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
37.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
37.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
37.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
37.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
36.1
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
35.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
34.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
33.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
33.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
32.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
32.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
31.8
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
31.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
31.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
31.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
31.1
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
31.0
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
30.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
30.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
30.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
30.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
30.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
30.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
30.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
30.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
29.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
29.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
29.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
29.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
29.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
29.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
29.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
29.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
29.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
29.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
29.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
29.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
29.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
29.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
28.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
28.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
28.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
27.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
27.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
27.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
27.4
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
27.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
27.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
27.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
26.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
26.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
26.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
26.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
26.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
26.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
26.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
26.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
26.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
25.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
25.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
25.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
25.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
25.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
25.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
25.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
25.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
24.8
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
24.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
24.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
24.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
24.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
24.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
24.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
23.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
23.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
23.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
23.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
23.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
23.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
23.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
23.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
23.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
23.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
23.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
23.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
23.0
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
23.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
23.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
23.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
23.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
22.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
22.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
22.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
22.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
22.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
22.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
22.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
22.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
22.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
22.2
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
22.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
22.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
22.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
22.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
22.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
22.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
21.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
21.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
21.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
21.8
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
21.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
21.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
21.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
21.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
21.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
21.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
21.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
21.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
21.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
21.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
21.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
21.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
21.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
21.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
21.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
21.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
21.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
21.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
21.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
21.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
21.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
21.0
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
21.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
20.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
20.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
20.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
20.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
20.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
20.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
20.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
20.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
20.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
20.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
20.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
20.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
20.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
20.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
20.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
20.2
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
20.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
20.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
20.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
19.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
19.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
19.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
19.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
19.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
19.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
19.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
19.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
19.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
19.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
19.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
19.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
19.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
19.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
19.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
19.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
19.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
19.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
19.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
19.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
19.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
19.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
19.1
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
19.0
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
18.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
18.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
18.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
18.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
18.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
18.7
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
18.6
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
18.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
18.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
18.5
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
18.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
18.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
18.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
18.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
18.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
18.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
18.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
18.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
18.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
18.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
18.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
18.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
18.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
18.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
18.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
18.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
18.1
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
18.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
18.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
18.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
18.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
18.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
18.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
18.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
17.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
17.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
17.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
17.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
17.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
17.7
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
17.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
17.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
17.5
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
17.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
17.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
17.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
17.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
17.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
17.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
17.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
17.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
17.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
17.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
17.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
17.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
17.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
17.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
17.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
16.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
16.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
16.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
16.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
16.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
16.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
16.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
16.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
16.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
16.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
16.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
16.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
16.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
16.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
16.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
16.2
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
16.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
16.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
16.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
16.0
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
16.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
15.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
15.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
15.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
15.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
15.8
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
15.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
15.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
15.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
15.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
15.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
15.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
15.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
15.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
15.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
15.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
15.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
15.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
15.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
15.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
15.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
15.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
15.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
15.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
15.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
15.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
15.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
15.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
15.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
15.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
14.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
14.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
14.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
14.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
14.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
14.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
14.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
14.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
14.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
14.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
14.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
14.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
14.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
14.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
14.5
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
14.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
14.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
14.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
14.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
14.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
14.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
14.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
14.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
14.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
14.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
14.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
14.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
14.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
14.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
14.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
14.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
14.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
14.0
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
13.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
13.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
13.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
13.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
13.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
13.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
13.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
13.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
13.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
13.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
13.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
13.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
13.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
13.4
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
13.3
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
13.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
13.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
13.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
13.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
13.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
13.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
13.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
13.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
12.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
12.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
12.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
12.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
12.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
12.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
12.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
12.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
12.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
12.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
12.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
12.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
12.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
12.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
12.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
12.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
12.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
12.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
12.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
11.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
11.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
11.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
11.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
11.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
11.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
11.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
11.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
11.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
11.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
11.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
11.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
11.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
11.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
11.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
11.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
11.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
11.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
11.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
11.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
11.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
11.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
11.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
10.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
10.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
10.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
10.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
10.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
10.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
10.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
10.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
10.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
10.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
10.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
10.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
10.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
10.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.3
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
10.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
10.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
10.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
10.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
10.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
9.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
9.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
9.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
9.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
9.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
9.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
9.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
9.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
9.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
9.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
9.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
9.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
9.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
9.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
9.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
9.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
9.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
8.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
8.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
8.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
8.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
8.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
8.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
8.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
8.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
8.3
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
8.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
8.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
8.2
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
8.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
7.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
7.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
7.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
7.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
7.6
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
7.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
7.2
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
7.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
6.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
6.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
6.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
6.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
6.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
6.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
6.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
6.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
6.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
6.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
6.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
6.4
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
6.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
6.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
5.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
5.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
5.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
5.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
5.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
5.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
5.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
5.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
5.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
5.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
5.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
3.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
3.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
3.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
3.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
3.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
3.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
3.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
3.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
3.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 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.
ARMT1 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
27.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
56.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
54.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
53.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
52.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
46.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
46.4
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
45.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
44.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
44.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
42.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
41.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
40.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
39.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
39.8
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
38.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
38.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
38.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
37.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
35.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
35.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
34.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
34.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
34.3
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
34.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
34.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
33.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
33.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
32.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
32.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
31.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
31.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
30.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
30.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
30.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
29.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
29.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
29.1
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
28.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
28.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
27.8
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
27.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
27.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
27.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
27.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
27.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
26.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
26.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
26.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
26.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
26.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
26.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
25.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
25.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
25.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
25.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
25.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
24.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
24.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
24.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
23.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
23.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
23.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
23.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
22.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
22.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
22.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
21.8
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
21.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
21.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
21.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
20.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
20.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
20.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
20.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
19.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
19.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
19.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
18.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
18.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
18.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
18.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
17.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
17.5
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
16.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
16.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
15.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
15.6
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
15.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
15.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
14.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
14.1
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
12.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
12.7
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
12.2
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
12.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
10.1
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.
ARMT1 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
17.4
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
83.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
66.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
59.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
50.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
49.0
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
44.7
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
44.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
39.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
38.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
37.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
35.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
35.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
35.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
35.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
34.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
33.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
33.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
32.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
31.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
31.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
31.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
30.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
30.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
30.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
30.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
29.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
29.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
29.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
29.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
29.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
29.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
29.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
28.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
28.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
28.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
28.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
28.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
28.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
28.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
27.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
27.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
27.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
27.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
27.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
27.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
26.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
26.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
25.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
25.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
25.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
25.6
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
25.3
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
25.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
25.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
24.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
24.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
24.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
24.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
24.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
23.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
23.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
23.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
23.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
23.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
23.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
23.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
22.9
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
22.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
22.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
22.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
22.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
21.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
21.8
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
21.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
21.6
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
21.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
21.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
21.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
21.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
20.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
20.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
20.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
20.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
20.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
20.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
20.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
19.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
19.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
19.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
19.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
19.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
19.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
19.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
19.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
19.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.0
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
18.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
18.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
18.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
18.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
18.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
18.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
18.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
18.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
18.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
18.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
18.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
18.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
17.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
17.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
17.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
17.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
17.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
17.8
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
17.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
17.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
17.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
17.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
17.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
17.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
17.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
17.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
17.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
17.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
17.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
17.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
16.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
16.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
16.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
16.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
16.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
16.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
16.5
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
16.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
16.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
16.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
16.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
16.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
16.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
16.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
15.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
15.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
15.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
15.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
15.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
15.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
15.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
15.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
15.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
15.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
15.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
15.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
15.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
14.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
14.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
14.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
14.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
14.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
14.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
14.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
14.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
14.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
14.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
13.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
13.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
13.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
13.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
13.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
13.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
13.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
13.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
13.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
13.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
13.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
13.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
13.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
12.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
12.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
12.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
12.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
12.7
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
12.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
12.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
12.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
12.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
12.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
12.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
12.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
11.8
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
11.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
11.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
11.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
11.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
11.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
11.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
11.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
10.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
10.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
10.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
10.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
10.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
10.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
10.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
10.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
10.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
9.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
9.7
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
9.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
9.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
9.5
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
9.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
9.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
9.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
9.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
9.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
9.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
9.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
9.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
8.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
8.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
8.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
8.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
8.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
8.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
8.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
8.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
8.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
8.3
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
8.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
8.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
8.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
7.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
7.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
7.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
7.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
7.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
7.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
7.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
7.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
7.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
7.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
7.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
6.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
6.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
6.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
6.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
6.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
6.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
5.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
5.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
5.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
5.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
4.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
4.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
4.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
4.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
4.1
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
4.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
4.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
3.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
3.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
3.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
2.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
2.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
2.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
1.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
1.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0002270011
Tumor
1.1
CPT0088970003
Tumor
1.0
CPT0001540009
Tumor
0.7
CPT0078990003
Tumor
0.7
CPT0007320003
Tumor
0.5
CPT0092740003
Normal
0.5
CPT0025880003
Tumor
0.5
CPT0066430001
Normal
0.4
CPT0065870003
Tumor
0.4
CPT0026420001
Normal
0.4
CPT0009060003
Tumor
0.4
CPT0079430001
Normal
0.4
CPT0076350001
Normal
0.4
CPT0001340003
Tumor
0.4
CPT0000640003
Tumor
0.4
CPT0025060001
Normal
0.4
CPT0092310003
Normal
0.4
CPT0088780001
Normal
0.4
CPT0015730003
Tumor
0.3
CPT0078800003
Tumor
0.3
CPT0079230003
Tumor
0.3
CPT0019130003
Tumor
0.3
CPT0000790001
Normal
0.3
CPT0023710001
Normal
0.3
CPT0064400001
Normal
0.3
CPT0089480003
Normal
0.3
CPT0001350001
Normal
0.3
CPT0010170001
Normal
0.3
CPT0009080003
Normal
0.3
CPT0015810003
Tumor
0.3
CPT0012770003
Normal
0.3
CPT0065450001
Normal
0.3
CPT0006730001
Normal
0.3
CPT0025610001
Normal
0.3
CPT0079410003
Tumor
0.3
CPT0007470001
Normal
0.3
CPT0000870016
Tumor
0.3
CPT0092800003
Normal
0.3
CPT0088920001
Normal
0.3
CPT0069000003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0001220008
Tumor
0.3
CPT0086970003
Normal
0.3
CPT0013790003
Normal
0.2
CPT0088710001
Normal
0.2
CPT0077140001
Normal
0.2
CPT0086820003
Tumor
0.2
CPT0025050003
Tumor
0.2
CPT0065430003
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0000890001
Normal
0.2
CPT0086830003
Normal
0.2
CPT0086030003
Tumor
0.2
CPT0014350001
Normal
0.2
CPT0078840001
Normal
0.2
CPT0023350003
Tumor
0.2
CPT0077500001
Normal
0.2
CPT0012570003
Normal
0.2
CPT0079480003
Tumor
0.2
CPT0089040001
Normal
0.2
CPT0006950001
Normal
0.2
CPT0021240003
Tumor
0.2
CPT0006530001
Normal
0.2
CPT0085670003
Tumor
0.2
CPT0082010001
Normal
0.2
CPT0086370003
Normal
0.2
CPT0020020001
Normal
0.2
CPT0087050003
Normal
0.2
CPT0023360001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0075570001
Normal
0.2
CPT0079000001
Normal
0.2
CPT0088640003
Normal
0.2
CPT0007860003
Tumor
0.1
CPT0017450001
Normal
0.1
CPT0078930003
Tumor
0.1
CPT0086890003
Normal
0.1
CPT0025110003
Tumor
0.1
CPT0088500001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0018250001
Normal
0.1
CPT0079270003
Tumor
0.1
CPT0065820001
Normal
0.1
CPT0066520001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0025230003
Tumor
0.1
CPT0078670001
Normal
0.1
CPT0012290003
Normal
0.1
CPT0081620001
Normal
0.1
CPT0078940001
Normal
0.1
CPT0063640001
Normal
0.1
CPT0006630003
Tumor
0.1
CPT0014130001
Normal
0.1
CPT0007870001
Normal
0.1
CPT0012280003
Tumor
0.1
CPT0075130003
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0010110003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0012900004
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0001550001
Normal
0.0
CPT0064370003
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0001190001
Normal
0.0
CPT0025350003
Tumor
0.0
CPT0077490003
Tumor
0.0
CPT0001230001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0014470001
Normal
0.0
CPT0081990003
Tumor
0.0
CPT0025920001
Normal
0.0
CPT0078830003
Tumor
0.0
CPT0065930003
Tumor
0.0
CPT0063320003
Tumor
0.0
CPT0078530001
Normal
0.0
CPT0006900003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0002370001
Normal
-0.1
CPT0071150004
Tumor
-0.1
CPT0020130001
Normal
-0.1
CPT0000660001
Normal
-0.1
CPT0084590001
Normal
-0.1
CPT0069190001
Normal
-0.1
CPT0009020003
Normal
-0.1
CPT0019160001
Normal
-0.1
CPT0012080003
Tumor
-0.1
CPT0024670003
Tumor
-0.1
CPT0001510001
Normal
-0.1
CPT0011240003
Tumor
-0.1
CPT0089020003
Tumor
-0.1
CPT0010120001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0001180009
Tumor
-0.1
CPT0019990003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0002350011
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0079380003
Tumor
-0.2
CPT0092160003
Tumor
-0.2
CPT0014160003
Tumor
-0.2
CPT0000780007
Tumor
-0.2
CPT0012640003
Normal
-0.2
CPT0075170001
Normal
-0.2
CPT0011410003
Tumor
-0.2
CPT0025290003
Tumor
-0.2
CPT0001260009
Tumor
-0.2
CPT0088480003
Tumor
-0.2
CPT0001270001
Normal
-0.2
CPT0025170003
Tumor
-0.2
CPT0065750003
Tumor
-0.2
CPT0088760003
Tumor
-0.2
CPT0088900003
Tumor
-0.2
CPT0077320001
Normal
-0.3
CPT0017410003
Tumor
-0.3
CPT0014450004
Tumor
-0.3
CPT0066470004
Tumor
-0.3
CPT0092790003
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0084560003
Tumor
-0.3
CPT0020120003
Tumor
-0.3
CPT0076330003
Tumor
-0.3
CPT0079300001
Normal
-0.3
CPT0012370003
Tumor
-0.3
CPT0086950003
Tumor
-0.3
CPT0065690003
Tumor
-0.3
CPT0088690003
Tumor
-0.3
CPT0081600003
Tumor
-0.3
CPT0092190003
Normal
-0.4
CPT0078510003
Tumor
-0.4
CPT0092290003
Tumor
-0.4
CPT0075560003
Tumor
-0.4
CPT0079510001
Normal
-0.4
CPT0015910003
Tumor
-0.4
CPT0066480003
Tumor
-0.4
CPT0079180003
Tumor
-0.4
CPT0088550004
Tumor
-0.4
CPT0092730003
Tumor
-0.4
CPT0065810003
Tumor
-0.5
CPT0063630003
Tumor
-0.5
CPT0069160003
Tumor
-0.5
CPT0078660003
Tumor
-0.5
CPT0026410003
Tumor
-0.5
CPT0086870003
Tumor
-0.5
CPT0012550003
Tumor
-0.5
CPT0077110003
Tumor
-0.6
CPT0089460004
Tumor
-0.6
CPT0012180003
Tumor
-0.6
CPT0014370004
Tumor
-0.7
CPT0017850003
Tumor
-0.7
CPT0006440003
Tumor
-0.8
CPT0088630003
Tumor
-0.9
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
